The bus rattled and groaned, mirroring the discontent in Ethan's gut. He stared out the window at the familiar scenery, now rendered alien. The usual landmarks, the coffee shop, the bookstore, the pizza place, all seemed to be mocking him. He’d just transferred, only to have the rug pulled out from under him.

He ran his fingers over the worn leather of his backpack, a physical anchor in a suddenly unstable world. Inside were notebooks filled with scribbled notes, textbooks, the tools of a trade he might never get to practice. The future was a vast, unmapped territory and he was cast away on an unforgiving sea.

He hated the feeling of being trapped, and yet, he felt as if he could barely breathe. He leaned his forehead against the cold window, the glass a barrier against the onslaught of his worries. The bus lurched to a halt, but he didn't move. He felt the sting of inaction.

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