The cheerful card felt like a personal insult. "Happy Birthday!" it exclaimed, as if a single piece of paper could erase the emptiness that had settled within him. He ripped it in half. He felt a dull ache in his chest, a sense of resignation. He’d seen all of this coming.

He stood in the middle of his living room, the space feeling vast and empty. He had plans, ideas, but the motivation to begin was nowhere to be found. He felt like he was running on fumes, his reserves of energy depleted. The world seemed to move without him, a silent movie playing on a distant screen.

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