She stared at the birthday card, the bright colors jarring against the grayness of her mood. "Happy Birthday," the words declared, like a cruel joke. Another year older, and exactly where she’d always been, right in the same place. She balled the card up in her fist, then slowly let go of the crumpled paper.

She walked through her house, the familiar objects now seemed suffocating. She wanted to go somewhere. Anywhere. She thought about driving for miles and miles, maybe to the ocean. She needed to breathe. But the idea of planning, of leaving, felt like climbing a mountain. She collapsed onto the sofa. The silence in the house echoed her own, private despair.

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