It had seemed a simple request, easily fulfilled. Now, as the day of the party approached, the reality of the situation sunk in. The initial excitement was long gone, replaced by a deep and pervasive unease. He woke up in the night, his heart racing.

He found himself pacing his apartment, muttering under his breath, trying to anticipate every possible scenario. The thought of forgetting his lines, of stammering, of being judged, was crippling. He took a deep breath, trying to calm himself.

He desperately looked for solutions, anything that would help. He found none. He felt like a deer trapped in headlights.

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