The scent of stale coffee and desperation clung to Liam. He felt like he was at the bottom of a well. Maya’s drawing of the giant with a heart-shaped nose stared at him. It was a face from his childhood. He couldn't seem to find happiness.

He slammed his fist on the table, scattering papers. He was exhausted.

He looked at the drawings, and he saw a flicker of hope. He thought of his life, and wondered if he could ever be happy again.

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