"Just like old times," his father said, clapping him on the back as they unloaded the boxes. Ben flinched at the physical contact, his muscles tense. He kept glancing nervously at the house, a two-story colonial that now felt strangely menacing.

He felt like a child again, vulnerable and exposed. He started to stammer, tripping over his words. He was trying to sound enthusiastic but the words were hollow.

He excused himself and retreated to his old bedroom, a cramped space that felt smaller than he remembered. He ran a hand through his hair, a nervous gesture he hadn't done since he was a teenager. The walls seemed to be closing in.

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