Rain drummed a relentless rhythm on the attic roof, mirroring the chaotic pulse in David's temples. He’d told himself he’d tackle this mess weeks ago. The piles of forgotten things felt like weights chained to his ankles. He shuffled through a box overflowing with children’s toys, a wave of weariness washing over him.

He was a man adrift. His career felt stagnant, his relationships strained. He felt like he was slogging through quicksand. He found a collection of old photographs. In one, a young woman with laughing eyes held a fishing rod, standing in a sun-drenched landscape.

David recognised the woman from another photo, an older version of her standing with a child. A sudden ache, a yearning for something he couldn't name, gnawed at him. He knew what he *should* do, but 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