The professor’s words seemed to echo in his ears: “A brilliant essay, a true example.” He clutched his coffee mug, his knuckles white. The essay about his complicated relationship with his father, the one he poured his heart into. Now, it was being used as a model for other students.

He couldn't meet the professor’s gaze. He felt a burning sensation in his cheeks. His pulse quickened, his breath coming in shallow gasps. He wanted to disappear.

He mumbled a hurried goodbye and practically ran out of the classroom, the words of the professor still ringing in his ears. He had to get away, to find a place where he could think, a place where he could be alone with his secret.

Emotion: alarmed

Cluster: Fear / Anxiety
PC1 (Valence): -2.07 Negative
PC2 (Disposition): -0.14

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😰0.304
😨0.272
worse0.269
😣0.261
не0.254
Suppressed:
de-0.323
enthusi-0.258
happy-0.235
delight-0.225
ية-0.217