Sarah kept replaying the conversation in her head. The coach’s words echoed. *“Your speed is wasted at center forward.”* He wanted her to be a defender. A defender! She visualized the upcoming match: all the hustle, the tackles, the bruises.

Her heart hammered against her ribs, a frantic bird trapped in a cage. She couldn't focus. During practice, her passes were off, her footwork clumsy. Every time the ball came near her, she hesitated, her body stiff with dread.

She ended up sitting on the bench, picking at the grass, watching her teammates as they ran laps. She felt utterly alone. She felt a kind of crushing helplessness.

Emotion: distressed

Cluster: Fear / Anxiety
PC1 (Valence): -2.39 Negative
PC2 (Disposition): -0.52

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😣0.304
😞0.296
worse0.291
😖0.285
😰0.276
Suppressed:
de-0.457
la-0.349
:)-0.239
B-0.232
happy-0.229