The essay stared back at him, the bold font mocking him. Liam had envisioned his future so clearly back then, a path laid out with purpose. Now, three years after writing it, he was adrift, working a dead-end job and feeling his ambitions slowly erode.

He leaned back in his chair, the cheap plastic creaking in protest. A numbness had settled over him, making him indifferent to the world around him. He'd lost interest in his hobbies, the things that once brought him joy. His apartment was cluttered, mirroring the disarray of his thoughts.

He felt the familiar urge to shut everything out, to retreat into the silence of his headphones and the mindless scroll of social media. He needed something, anything, to break the monotony. He couldn't remember the last time he felt inspired.

He sighed, the sound barely audible.

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