The weight of the responsibilities pressed down on Michael. He sat in his darkened apartment, the curtains drawn to shut out the world. The bills piled up on the table, a stark reminder of his financial worries. He'd been working tirelessly, but the progress seemed negligible. Each day was the same, the same grind.

A knock. He reluctantly opened the door. Two women stood there, and both looked at him with confusion. "Where is he?" one asked. "We're both here for dinner," the other added, her voice laced with bewilderment. He couldn't move. He closed the door.

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