The silence in the university library was deafening. David sat hunched over his laptop, the screen reflecting the fluorescent lights. Finch’s words, now revealed as stolen, echoed in his mind, robbing him of his faith in artistic integrity. He had dreams of teaching, of mentoring aspiring writers, but now he questioned everything. He felt a heaviness in his limbs, a fatigue that had nothing to do with lack of sleep. He closed his laptop and slumped back in his chair, feeling the utter absence of momentum.

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