The shouting from the apartment above echoed in Leo’s head. His landlord’s latest complaint letter rested on the kitchen counter, accusing him of creating noise. His pulse quickened. He hated confrontations.

He closed his eyes, his fists clenching. He felt a tremor run through him, a mixture of fear and resentment. He wanted to shout back, to tell them to leave him alone, but the words would not come.

He looked around his apartment, a space he’d hoped would be his sanctuary. It was now a source of anxiety. He picked up his phone, but couldn't bring himself to make the call he needed to make.

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