He felt the knot in his shoulders tighten as he surveyed his new desk. Data analysis was his comfort zone; the logical flow of information, the quiet concentration. Now, he was in the creative department, surrounded by mood boards and brainstorming sessions. Liam stared at the brightly coloured pens and markers, unused and intimidating.

He found himself avoiding eye contact, his gaze constantly drifting towards the framed certificates of achievement in his new supervisor’s office – a constant reminder of how ill-equipped he was. He missed the comforting click of his mechanical keyboard, the familiar hum of the server room. Here, every conversation seemed like a performance, a frantic need to stay afloat.

He took a deep breath, the air thick with the scent of coffee and desperation. He felt a pressure in his chest, a sensation of being underwater, struggling for air in an environment designed for a different species. He just wanted to go back. Back to the numbers.

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