He slammed the door, the sound echoing in the echoing emptiness of the house. The air felt thick, heavy with the weight of unfulfilled ambitions and years that had bled into a single, monotonous grey. David hadn’t touched his guitar in months. The instrument, a mahogany beauty he'd once cradled like a newborn, now leaned forlornly in the corner. He’d found the book, “Travels with a Donkey in the Cévennes”, tucked away in a box in the attic. Inside, tucked between pages, was a letter, the ink faded, addressed to a “Beloved Wanderer”. He felt a jolt of something.

He sat heavily on the sofa.

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