She stared at the closed door of the event hall, the banner hanging limp and deflated. "Surprise! Happy 40th, David!" it proclaimed, the words now a hollow echo. He’d envisioned the scene a hundred times: laughter, music, friends, a perfect celebration for a man who deserved it. Now, it was just the empty echo of what could have been. He leaned against the cool metal of the door, his breath catching in his throat. He felt the weight of the day settle on him, a heavy cloak he couldn’t shrug off. His hands were clenched. The air felt thick, difficult to breathe. He wanted to run, to disappear, but his feet remained rooted to the spot.

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