The world felt muted. For weeks, David had envisioned himself in his chosen program, the culmination of years of preparation. Now, the glossy brochure of the university taunted him from the coffee table. He ran a hand through his hair, the strands tangling around his fingers. The familiar scent of brewing coffee did nothing to lift his mood.

He stared at the ceiling, the off-white paint mocking his immobility. Days melted into one another. He found himself scrolling endlessly through his phone, a digital scroll through other people's accomplishments, each post a fresh blow.

He tried to write, to brainstorm alternative plans, but the words wouldn’t come. The cursor blinked accusingly on the blank screen. The silence in his apartment pressed in on him, suffocating him. He was like a fly trapped in a jar, buzzing uselessly against the glass.

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