Liam stared, jaw slack, at the overflowing file cabinet in his mother's study. He'd come looking for a misplaced tax document, but instead, unearthed his entire academic history. The realization crashed over him, a cold wave.

He traced a finger across a faded report card, his name bolded in a way that felt intrusive now. He felt a sudden, unwelcome heat in his chest. His mother had never mentioned any of this.

He slammed the drawer shut. He had to get out of the house. He needed to clear his head, and now.

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