He was joking, of course. That was the only explanation. But when he said, "Remember Camp Pine Ridge? Messy bunks, right?" her chest tightened. She took in a sharp, involuntary breath.

Her fingers instinctively tightened on the edge of the desk. She could feel a flush rising in her cheeks. Everything around her seemed to grow unusually loud.

She avoided looking at him directly, staring instead at the spreadsheet open on her computer screen. She needed to get away.

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