The phone call had shattered him. Her voice, distant and filled with sadness. He felt lost, adrift in a sea of grief. He needed something, anything to fill the emptiness.

He went to a bookshop. He didn't know what he wanted, but the act of browsing was a balm. He selected a collection of letters.

Later, he read. A folded note, tucked between the pages, fell out. It was a love letter, its words brimming with joy. He closed his eyes, remembering a time when such happiness wasn't an impossibility.

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