The fluorescent lights of the office hummed, a monotonous drone that matched the soundtrack of Noah’s life. He felt the familiar pressure building behind his eyes. Another spreadsheet, another meeting, another day of feeling like a cog in a machine. His only escape was his online friendship with Willow.

He typed into the chat: “The days just run together.”

Willow’s reply arrived almost instantly: “I know. It’s like being in a never-ending loop.”

He stared at the words, a sudden thought striking him. "What if we just… met up?" he typed.

A long pause. Then: "Where?"

He found himself biting his lip. This was it.

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