The phone call from the university president came at the worst possible moment. Liam was already behind on his rent and his car had broken down. This was a final, crushing blow. He listened, his grip tightening on the phone receiver. The president’s measured tone grated on his nerves.

He slammed the phone down. He looked around his tiny, cluttered apartment. Everything felt worthless. He saw a framed photo of his parents. He thought of his mother.

He slumped onto his bed. The world tilted on its axis. He couldn’t process this right 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