The phone vibrated in his pocket. A text message, short and to the point. “Party is off.” He closed his eyes. He’d envisioned the perfect celebration, a culmination of all his hard work and dedication. Now, all that remained was the hollow echo of his unfulfilled anticipation.

He opened his eyes, feeling a strange detachment from his surroundings. The festive lights, now casting an eerie glow on the empty room, seemed to mock him. His hands fumbled as he ran them through his hair, a gesture of helplessness. He knew this feeling, the hollowness, the sting of dashed hopes.

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