He paced, the gravel crunching under his boots, the setting sun casting long, ominous shadows over the devastation. The neighbor’s elm had taken out a section of his fence, the boundary between them. He needed a drink. He needed something to calm the tremors in his hands. He'd poured his life into his garden.

He felt a choking sensation in his throat. He had a competition to enter, a prize to win. Now, everything was ruined. He ran a hand over his face, leaving streaks of dirt. The air felt heavy, oppressive, like the weight of the fallen branches pressing on his chest.

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