"No," Ben said aloud, the word a soft exhalation against the quiet of his apartment. He looked again at the screen. The financial aid offer, which was tied to the scholarship, was now revoked. He felt his stomach twist. He didn't know what to do.

He rose from his chair. He walked, slowly, across the small living room, his bare feet silent against the hardwood floor. He felt a need to do something, anything, but the feeling seemed to be a futile task. He stopped, and ran a hand through his hair.

He thought of his sister. He thought of his parents. He thought of the sacrifices they had made for him. Guilt mixed with a growing sense of panic. He didn't know how to explain this. He felt a deep ache inside.

Emotion: perplexed

Cluster: Surprise / Confusion
PC1 (Valence): -1.42 Negative
PC2 (Disposition): -0.16

Role in Research

This story is one of 1,000 stories generated for the emotion perplexed. 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 perplexed stories, after denoising with neutral dialogue baselines, produces the perplexed emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

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

Promoted:
🤔0.330
L0.300
🤔0.296
S0.273
que0.264
Suppressed:
மகி-0.227
rest-0.222
ecstatic-0.212
alleviate-0.210
uplifting-0.196