She chewed on the end of her pen, the plastic yielding slightly to the pressure of her teeth. The math problem remained stubbornly unsolved, mirroring the unsolvable nature of her current predicament. Another week, another failed quiz. Her parents’ disappointment, a silent, disapproving current, flowed around her like cold water. She closed her textbook with a thud.

A notification: “Mr. Chen just followed you on Instagram.” Her science teacher, known for his infectious enthusiasm and relentless optimism. She braced herself. His posts were a highlight reel of his life: his travels, his lab work, his perfect family. Did he see her messy room, her frantic attempts at studying, her evident lack of direction? The realization made her breath hitch. This feeling was oppressive, like a heavy cloak she couldn't shed.

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