"Honestly, Martha," grumbled David, his voice tight with suppressed frustration, as he surveyed the chaos in his garden. Tomato plants lay crushed, the meticulously placed bird feeder was upended, and Buster, the ever-present golden menace, was happily gnawing on his favorite gardening gloves. He wanted to scream. He wanted to shout. Instead, he forced a smile as Martha emerged, apologetic as always. He found himself answering the same words to her. The same words that left him flat. The same words that circled around the same point.

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