He was mid-sentence, recounting a story about his childhood, when the notification appeared on his phone. He excused himself, a polite smile plastered on his face. But as he read the words, the smile vanished.

His breathing became shallow, his chest constricted. He found himself unable to breathe. He excused himself, mumbling something about needing air, and stumbled out of the room. The faces of his friends and family seemed to blur.

He leaned against the wall, the cool surface doing little to alleviate the internal fire. He ran his hand over his face, as if trying to wipe away the truth that was now etched into his very being. The familiar world around him had morphed into something strange and unknowable.

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