The small, hand-painted sign in the window, reading “For Sale,” felt like a lead weight in her chest. She loved her home, the quaint little cottage with the lilac bushes. But the endless battles with the neighbor's dog, a rambunctious husky named Luna, were unbearable.

She’d considered everything. Legal action, elaborate traps, hiring a dog trainer. But nothing had worked. The damage to her property, the constant stress, had become too much. It felt like she was trapped.

She closed her eyes, picturing the moving trucks pulling up, hauling away years of memories. A tear escaped, tracing a path down her cheek. She was losing everything, not to a financial crisis, or to illness, but to a dog.

Emotion: desperate

Cluster: Sadness / Despair
PC1 (Valence): -1.68 Negative
PC2 (Disposition): 0.20

Role in Research

This story is one of 1,000 stories generated for the emotion desperate. 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 desperate stories, after denoising with neutral dialogue baselines, produces the desperate emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the desperate vector is projected through the unembedding matrix.

Promoted:
desesper0.354
desperate0.307
desperately0.286
desperation0.279
それでも0.253
Suppressed:
B-0.354
☺️-0.268
😎-0.261
😎-0.257
楽し-0.235