Eliza walked down the hallway, the fluorescent lights buzzing overhead. Every footstep echoed in the empty corridor of her apartment building. It was the same rhythm, day after day. The building's impending conversion hung in the air, a physical weight on her shoulders. She wanted a new job, a new city, anything to shake the monotony.

Her hand drifted to the doorknob of her apartment. Each morning she left, each evening she returned. The same routines, the same objects, the same view. Her apartment, once a haven, had become a cage of familiarity.

She pushed open the door, then closed it behind her, the lock clicking with a definitive sound. The stale air of her apartment hit her. She felt like something was holding her down, keeping her from rising above. There was no escape. She sank onto the couch, the same one she’d sat on every night for the past five years.

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