He'd spent the entire afternoon building a makeshift fort in the woods behind Leo’s house, remembering all their shared adventures there. Now, as the sun began to dip below the trees, casting long shadows, he slumped against a fallen log. He pictured Leo packing, driving, building a new life. A knot formed in his stomach, twisting tighter with each passing moment. He pulled a worn, faded photograph of the two of them from his pocket and stared at it, the paper blurring with moisture.

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