The weight of the cello pressed against Leo’s shoulder, a physical manifestation of his internal struggle. He'd expected Mr. Alistair, his demanding but ultimately supportive teacher, to be at the rehearsal hall, ready to dissect his latest sonata. Instead, he found a terse email: *The final lesson has been given.* No explanation, no further instruction. The music on the stand blurred before his eyes. He sat down and tried to play, but the notes felt hollow, lacking the vibrant life they usually possessed. He stopped, the bow sliding from his grasp, and felt a profound sense of isolation.

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