Rain lashed against the windowpane, mirroring the storm brewing inside him. He sat in his car, the engine idling, unsure whether to go home. He'd envisioned this night for months, the culmination of a particularly difficult period in his life. The realization that it wouldn’t happen hit him like a physical blow. He felt a wave of nausea.

He stared at his reflection in the rearview mirror, his face pale, his jaw clenched. He’d even had his hair styled for the occasion. The thought of facing the empty house was unbearable. He drummed his fingers on the steering wheel, the insistent tapping a counterpoint to the drumming in his ears. He wasn't even going to be able to talk about it with anyone.

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