Maya stared at the open book, the glossy pages reflecting the harsh fluorescent lights of the library. Her essay, “The Geometry of Grief,” was staring back at her, a stranger in familiar clothes. It had been years since she’d submitted it. Now, it was a textbook example for aspiring students. A flush crept up her neck, a heat that had nothing to do with the stuffy air. She reached out, her fingers hovering over the words, then quickly retracted. Why this one? Why hers?

Her breath hitched in her throat. She felt an unexpected tightening in her chest. She grabbed a nearby chair and sat, the abrupt movement making her stomach churn slightly. The coffee she'd drunk earlier felt suddenly heavy. Across the room, she saw a student pointing at her essay and smiling. A tremor went through her, an involuntary shudder she tried to hide.

She closed the book, the metallic snap of the cover echoing in the quiet room. She stood up, her legs wobbly, and walked towards the exit, feeling like she was moving through a thick, invisible fog. The automatic doors slid open, letting in a blast of the cold, November air, but she barely registered it.

Emotion: puzzled

Cluster: Surprise / Confusion
PC1 (Valence): -1.17 Negative
PC2 (Disposition): -0.25

Role in Research

This story is one of 1,000 stories generated for the emotion puzzled. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 puzzled stories, after denoising with neutral dialogue baselines, produces the puzzled emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the puzzled vector is projected through the unembedding matrix.

Promoted:
que0.453
🤔0.421
🤔0.402
🧐0.328
a0.294
Suppressed:
ecstatic-0.265
gladly-0.238
swiftly-0.237
alleviate-0.234
wholeheartedly-0.232