"Coffee?" Marcus offered, his voice lacking its usual cheer. His voice was flat. He and Ben had applied for the same software developer position at the start-up. Ben was already celebrating, the news of his offer having come in just that morning. Marcus had yet to hear back.

He watched Ben pace, excitedly explaining his plans. The energy in the air was palpable, in stark contrast to the thick silence that had settled over Marcus. He nodded, feigning interest. His own application had represented a leap of faith, a chance to finally break free from the tedious routines of his current job.

The coffee tasted bitter. He excused himself, needing to be alone. He walked out onto his balcony, the city sprawled before him. The vastness only emphasized his feeling of containment. He felt like a caged bird.

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