The air in the engineering department felt heavy, thick with the scent of soldering fumes and the ghost of deadlines. Marco, the new transfer, felt the weight of the change as he sat in his small new office. He missed the rhythm of his old team. Now, he was in IT, the land of coding.

His knuckles cracked as he ran his hand through his hair, a nervous gesture he hadn't realized he'd adopted. He picked up his pen, tapping it against the desk in a rhythmic beat, an attempt to anchor himself. He felt a profound sense of isolation, a disquiet that settled in the pit of his stomach.

He longed for the familiar precision of blueprints, the tangible satisfaction of building something. Here, everything was abstract, intangible, a maze of unfamiliar jargon. The weight of his new task was heavy, and he felt the slow burn of resentment as the minutes passed.

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