Liam stared at his reflection, the harsh fluorescent lights of the gym reflecting in his hollow eyes. He'd poured his heart and soul into basketball, waking before dawn, practicing until exhaustion. Now, the coach’s words echoed in his ears, “Improve your defense.” It felt like a punch to the gut.

He ran a hand through his damp hair, the gesture weary and defeated. He saw the same tired face staring back at him. The weight of his unfulfilled potential pressed down on him, suffocating any remaining joy in the game. He slammed his fist into his locker, the metal vibrating in response to his frustration.

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