"So, Ms. Rodriguez?" Liam said, a certain inflection in his voice. "I see you'll be teaching my daughter, Amelia, this year." He leaned forward slightly, his gaze fixed on the teacher. A flicker of something akin to incredulity, or perhaps something else entirely, danced in his eyes.

The teacher's name was etched deeply in his memory, a name associated with both admiration and a feeling that was hard to define, a feeling that knotted in his stomach. He wasn’t sure what to think. He couldn’t quite place it.

Liam shifted in his seat. The feeling lingered, an unwelcome guest. He’d have to go through the motions of a parent-teacher meeting, all the while carrying a collection of memories.

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