He ran his hand over the rough bark of the fence, tracing the familiar grain. Daniel hadn't been back to the old neighborhood since the accident. His life felt like a collection of missed opportunities and regrets. He had to go back though. He had to, even though it meant facing the ache of the past.

The empty space where the willow tree, his mother had loved, used to stand, was a gaping wound in the landscape. A wave of exhaustion consumed him. His shoulders slumped.

"Figures," he murmured, his voice flat. He kicked at a loose stone, sending it skittering across the dry grass. A heavy cloak of weariness enveloped him. The thought of moving forward felt impossible.

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