He ran a hand through his thinning hair, leaving streaks of dust. The wind whipped at his threadbare coat, mirroring the chaos in his mind. The oak, a behemoth of a tree, had flattened Mrs. Gable's rose garden and, more importantly, had blocked his driveway. He needed to get to the airport. He had to.

His teeth ground together. He muttered a string of curses under his breath. He had a job interview, a chance. Now, he was trapped. He kicked at a fallen branch, the wood sending a sharp sting through his unlaced shoe. The bus wouldn’t get him there on time. His knuckles were white as he clenched his fists.

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