The flickering gaslight cast elongated shadows across the damp cellar. He hunched over the letter, his knuckles raw from scrubbing the floorboards, trying to get away from it, anything to distract him. "I'm sorry," he whispered, the words barely audible above the dripping water. Addressed to his former best friend, the letter was filled with regret for a betrayal that had shattered their friendship. Now, facing his own ruin, the depth of his error settled around him like a shroud. He began to shake.

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