His mouth was dry. He couldn’t speak. The article, the comparisons, the accusations… it was all too much. He sat, glued to his chair, staring at the screen. The air in his study seemed to thicken. His favorite author, a man he had idolized, was revealed to be a thief.

He felt a hot flush rising from his chest to his cheeks. He could barely focus. He ran a hand through his hair, tugging at the strands in agitation. Each word, each sentence, felt like another blow to his gut.

He slowly rose to his feet and began to pace. The floorboards creaked under each movement. It felt as though something precious had been stolen from him, and he was alone to deal with it.

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