He’d been enjoying a quiet afternoon in the park, reading a book of poetry. Then he saw it: his face staring back at him from the cover of a luridly illustrated biography. John felt a jolt, a physical shock. He dropped the poetry book, uncaring. His heart began to hammer against his ribs.

He snatched up the offending publication. Its pages contained his private thoughts, his secret dreams, his moments of deepest vulnerability – all presented for public consumption. His cheeks flushed crimson. “This can’t be…” He couldn't finish the sentence. He spun around, as if expecting to see the author lurking nearby.

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