“Happy Birthday!” the card announced, the exuberant font a slap in the face. Maya glared at it. Another year, another disappointment. She felt a familiar knot of frustration tighten in her stomach. She’d envisioned so much more for herself, for her life. Now here she was, the same.

She ran a hand through her hair, a gesture of exhaustion. She knew she needed to change something, anything. But the very thought seemed insurmountable. The air in her apartment felt thick, heavy, as if it were a physical force keeping her down. She wanted to scream. She wanted to run. She wanted to disappear.

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