Ethan felt a sudden flush of heat creep up his neck. He quickly glanced at the email again. The words seemed to swim on the screen. He was convinced this was some kind of mistake, some administrative error. He had worked so hard, he couldn’t understand how this was possible.

He quickly clicked on the “reply” button, then hesitated. His fingers hovered over the keyboard. He wanted to scream. He wanted to plead. He wanted to understand. He leaned back in his chair, staring up at the ceiling, feeling lost.

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