"Mom, can we talk later?" Ethan's voice, usually full of cheerful energy, was flat. Sarah swallowed, the conversation from the night before still fresh. Ethan's secret Instagram account – filled with posts about his band, his friends, his life that she didn't know anything about – had created an impasse. She wanted to connect, to understand, but she couldn't get past the wall he’d built. She walked into the living room and slumped onto the sofa. The silence in the house was deafening. Every breath felt like a struggle, every thought like an attempt to break free.

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