The office air conditioning blasted cold air, making David shiver even in his sweater. He re-read the email, the terse notification of a performance review. He knew what was coming. The same platitudes, the same promises of advancement. The new guy, Ben, had already been fast-tracked. He had the latest software, the newest laptop, and the coveted corner office. He’d heard Ben's starting salary was more than David's current one.

He pressed his palms against his eyes, trying to will away the headache that had been constant for weeks. Everything felt like a struggle, an uphill climb with no summit in sight. His enthusiasm had long since withered.

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