Her voice cracked as she spoke, "I just... I don't know what to do." Angela clutched the edge of the kitchen table, her knuckles white. She was on the verge of losing it.

The charming cottage, bought on a whim, harbored a horrific past. The previous owner had been murdered, a brutal crime unsolved for years. The house felt heavy, as if the walls were closing in around her.

She had invested everything. Losing the house meant losing everything. She couldn't sleep, couldn't eat. The thought of staying alone there another night filled her with a profound, gnawing dread.

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