“I don’t understand,” Liam stammered, his voice cracking. The accusations, delivered with a cool, detached tone, hung heavy in the air. He felt a burning sensation in his chest, a tight constriction that made it difficult to breathe. He ran a hand through his hair, dislodging a few stray strands.

He stared at the professor, struggling to process the implications of what he was hearing. He hadn’t cheated. He’d done the work. The injustice of it all, the accusations leveled against him, were almost unbearable. He felt a flush of anger mixed with a deep, creeping anxiety.

He clenched his fists, attempting to maintain some semblance of control. The room seemed to shrink, the walls closing in on him. He felt trapped, cornered. He fought to keep his voice steady as he attempted to explain himself, his words tumbling out in a jumbled rush.

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