The notice, a stark white rectangle on the chipped bulletin board, seemed to mock Amelia. She’d been staring at it for a good ten minutes, the late afternoon sun slanting through the dusty library windows, illuminating every particle of floating air. Her hands were clenched so tightly her fingernails bit into her palms. The words swam before her eyes: *University to Close Doors*. All that time, all that effort, and now? She felt a hollowness bloom in her chest, a vast emptiness that echoed the abandoned stacks surrounding her.

She rubbed her temples, a dull ache throbbing behind her eyes. Maybe if she just walked away, it would disappear. Back to her tiny apartment, the one she’d scrimped and saved for, the one filled with textbooks and half-finished projects. But the weight of the news was a physical thing, pressing her into the worn leather of the armchair.

Her phone buzzed in her pocket, a cheerful notification sound that felt particularly cruel. It was a message from her mother: *How's school going, sweetie?* Amelia closed her eyes, the familiar wave of guilt washing over her. She couldn’t bring herself to respond.

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