“It’s just not fair,” she said out loud, even though she was alone in her cubicle. The words were a quiet, desperate plea into the void. She'd accidentally seen the email, the salary comparison. Sarah, the fresh hire, was earning a higher starting wage than her.

She tapped her pen on the desk, a frantic rhythm against the quiet. Her back ached, a pain that seemed to radiate from her very core. She knew she deserved more, but the energy to fight had evaporated. The future looked exactly like the present.

Emotion: stuck

Cluster: Sadness / Despair
PC1 (Valence): -2.17 Negative
PC2 (Disposition): -0.72

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.487
缺乏0.401
L0.361
每天0.348
stagn0.348
Suppressed:
l-0.472
la-0.346
随后-0.322
undamaged-0.268
C-0.263