stuck - Story 142136 | Emotion Vectors in Gemma4-31B

He stared at the ceiling of his dorm room, the popcorn texture a familiar, unwelcome sight. The weight of the impending hearing was crushing. He tried to think, to plan, but his mind refused to cooperate. He felt as though he was buried alive, trapped beneath a mountain of doubt and anxiety. The clock on the wall ticked relentlessly, each second a painful reminder of his predicament.

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:

`S`	0.487
`缺乏`	0.401
`L`	0.361
`每天`	0.348
`stagn`	0.348

Suppressed:

`l`	-0.472
`la`	-0.346
`随后`	-0.322
`undamaged`	-0.268
`C`	-0.263