The notification buzzed, a tiny electronic tremor against Amelia's palm. A name she hadn't thought about in fifteen years glared back: Ethan Blackwood. He wanted to be her friend. She tapped the screen, then hovered. Her thumb felt heavy, as if weighted by bricks. Dinner burned in the oven, a predictable consequence of the emotional paralysis that had settled over her daily routine like a shroud. She hadn't cooked a meal properly in weeks. The apartment felt suffocating, even with the windows wide open.

She sat heavily on the worn sofa, the springs protesting under her weight. Ethan’s profile picture showed a smiling man with a wife and two kids. Her own life, by contrast, felt like a stagnant pool reflecting a distorted image. She swiped the notification away and stood, moving to turn off the oven before she set the smoke alarm off 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