The coffee tasted like ash in his mouth. He stared out the window of the coffee shop, the city lights blurring through the rain. Every morning felt the same: wake up, work a job he disliked, go home and repeat. He craved something, anything different, but felt paralyzed. He couldn’t even bring himself to start the book he wanted to write.

He idly checked his notifications. A follow request from his former history teacher, Mrs. Davies. He knew she had a Facebook account. He hesitantly clicked to her profile. Pictures of her with her grandchildren, attending book clubs, traveling. He felt a stab of something akin to envy. Then he saw a comment she left on a post from his last, half-hearted attempt to write, "So interesting, keep going!" The pressure in his head intensified. He felt like he was locked in a box with no key.

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