The chair squeaked as David leaned back, the sound echoing in the empty office. He stared at Professor Ito. The professor's words – "I'll be leaving at the end of the semester" – seemed to reverberate in David's skull. He unconsciously started tapping his foot, a nervous rhythm.

He didn’t know what to say. His carefully chosen words, his meticulously planned questions, all vanished. He felt like his carefully constructed research was crumbling. He had to say something, but all that came out was a strangled, "Oh."

He picked at a loose thread on his jeans, staring intently at the floor. The world tilted slightly.

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