Liam paced back and forth, the photographs spread across the dining room table like a silent accusation. His grandfather, always a source of great stories, had woven tales of a hard life made good. But the old pictures told a different story.

One photo depicted him at a lavish party, far removed from the humble beginnings Liam had been told about. Another showed him looking at a woman, not Liam's grandmother, with a look that twisted Liam's gut. The room felt suddenly small, the walls closing in.

He stopped pacing, his hands clenched into fists. His throat tightened. What did this mean for everything he thought he knew? He wanted, desperately, to smash something.

Emotion: anxious

Cluster: Fear / Anxiety
PC1 (Valence): -1.99 Negative
PC2 (Disposition): -0.24

Role in Research

This story is one of 1,000 stories generated for the emotion anxious. 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 anxious stories, after denoising with neutral dialogue baselines, produces the anxious emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the anxious vector is projected through the unembedding matrix.

Promoted:
😣0.315
😖0.302
worse0.297
😰0.285
own0.267
Suppressed:
la-0.441
a-0.382
de-0.365
"-0.256
happy-0.256