The elevator doors opened onto the familiar, polished lobby, and Mark’s stomach clenched. He adjusted his tie, the knot feeling suffocating. He’d prepared for the interview meticulously, but the anxiety still pulsed beneath his skin, a restless thrum.

He took a slow, deep breath, trying to calm the jitteriness. He felt as though he were trapped in a revolving door. He was always running, always trying to gain momentum, but it seemed he was always in the same position.

The other candidate, Sarah, breezed past him, a confident smile plastered on her face. He felt a pang of resentment, a sudden surge of inadequacy. He watched her disappear down the hallway, and the weight on his chest grew.

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