Sophie stared at the ceiling tiles, her gaze fixed and unwavering. The fluorescent lights hummed, an irritating counterpoint to the racing thoughts in her head. She pulled at a loose thread on her blanket, unraveling it strand by strand. Her shoulders were tense; the worry manifested itself in a sharp ache between her shoulder blades. It was a physical manifestation of a psychological state.

The hospital room felt like a prison. The doctor's words, a death sentence. The realization, a punch to the gut. She felt like she was trapped in a nightmare.

Across the room, a woman began to sob quietly. She looked up, and their eyes met. "This… this can't be happening," the woman said, shaking her head.

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
🎉-0.233
happy-0.231
"-0.228