He had told everyone he would win the scholarship. He’d practiced the speech, imagined the celebrations. Now, the weight of his pronouncements pressed down on him, crushing his spirit. Aaron sat in his room, the blinds drawn, the world outside a distant hum.

He tossed the rejection letter onto the floor, the crumpled paper a symbol of his shattered expectations. He felt a deep sense of shame, of failure. His mind raced, seeking a solution, an escape, but found only the echoing silence of his disappointment.

He tried to work, to focus on his studies, but the words wouldn't stick. He felt a profound sense of paralysis, a feeling that any action he took would be futile. The world had shrunk, becoming a tight, suffocating space.

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