He was crouched behind a dumpster, the smell of rotting garbage assaulting his senses. Michael, ordinarily meticulous about his appearance, was rummaging through a bag, his face streaked with grime. He’d been trying to convince his friends to attend his laser tag party all week, but they kept mentioning Sarah's lavish event.

He’d offered to pay for their rides, to buy them drinks. He’d even hinted at a hidden stash of fireworks, something he knew Sarah wouldn't have. He found a discarded, half-eaten hotdog, picked it up, and sniffed it. It was tempting.

His eyes darted around, searching for a discarded banner from a previous event. He needed… something to grab attention. Anything. He stood up, clutching the hotdog, and wiped his face with the back of his hand. It was a bad situation.

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