“Another rejection?” The words of her agent echoed in Sarah’s mind. Another door slammed shut. The walls of her apartment seemed to be closing in, the air thick with the weight of her unfinished manuscript.

The yard sale, a desperate attempt to break free from the self-imposed confines, offered little hope. Then, amidst a pile of faded children's books, she saw him. Her old Teddy, the one she’d whispered her stories to as a child.

She paid for him without a second thought, cradling him as she walked home. The familiar scent of vanilla and dust brought with it the sensation of freedom. In that moment, she had a fleeting feeling, a fragile belief, that the stories might come again.

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