The clinking of crystal glasses drifted through the open window. It was a Saturday night, and normally, the sounds of his neighbor’s parties were background noise. Tonight, however, it grated on his nerves. He felt a sudden, sharp pang of inadequacy.

He slammed the window shut, the sound echoing in the otherwise quiet room. He crossed his arms, staring at the darkened window. He hadn't realized. He had, perhaps, underestimated them.

He felt a restlessness begin to creep in, making it impossible to relax. He switched the TV on, hoping the noise would distract him. He switched it off again a moment later, finding it useless.

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