The thumping bass vibrated through the floorboards again, a relentless pulse echoing in Maya’s chest. Another complaint letter taped to the door. This was the third one this month. Her hands tightened into fists, nails digging into her palms.

She walked slowly over to the stereo, the room’s disarray mirroring the turmoil within her. Clothes spilled from overflowing hampers. Empty takeout containers littered the coffee table. The mess was suffocating.

"I’ll turn it down," she mumbled to herself, the words barely audible. She lowered the volume, but the energy of the music, the very thing she found herself craving, felt diminished. The silence that followed was worse, a heavy blanket pressing down.

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