The band practice had ended hours ago, but he was still there, hunched over his drum kit in the dim, echoing rehearsal room. The music, once a source of joy, now felt like a chore. He felt like he was going nowhere, trapped in a cycle of repetition. The music felt stale and flat, mirroring his own mood.

He reached for his phone, and saw a notification: "Mr. Johnson followed you on Instagram." His music teacher, known for his legendary gigs. The photos on his profile, concert venues, famous musicians, filled him with a painful sense of comparison. He looked at his own few, awkward videos, and a wave of hopelessness washed over him. The world seemed to shrink around him.

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