He stared at the blank screen, the cursor blinking, a mocking metronome. David, moved from the development team to the testing department, found himself unable to focus. He missed the creative freedom, the collaborative spirit. Now, the constant repetition and detail seemed to stifle his creativity.

He tapped his foot, a nervous habit that betrayed his inner turmoil. He felt a deep sense of frustration, a resentment that simmered beneath the surface. He looked out the window, watching the world go by, feeling detached and alone.

He slumped in his chair, a heavy weight pressing down on his shoulders. He longed for a sense of purpose, a place where he could belong. The days passed slowly, each one a repetition of the last, and he felt the crushing weight of immobility.

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