I shifted uncomfortably in the plush armchair, trying to appear nonchalant. But my gaze kept drifting towards the bookshelf. Every book there was in German, a language I’d never learned. My partner, Oliver, had been spending a lot of time in his study lately. His door was always closed.

A knot tightened in my stomach. The silence of the house felt oppressive. My fingers fidgeted, picking at the worn fabric of the armchair. The scent of Oliver's cologne, usually so comforting, now seemed to prickle my senses. I had a terrible feeling.

Emotion: worried

Cluster: Fear / Anxiety
PC1 (Valence): -2.02 Negative
PC2 (Disposition): -0.43

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
worse0.285
S0.279
😰0.277
😣0.269
Worse0.250
Suppressed:
la-0.476
de-0.432
šŸŽ‰-0.233
happy-0.231
"-0.228