The wind howled outside, mirroring the storm within. James's future was uncertain, his career in jeopardy. He was on the verge of losing everything he'd worked for. His hands were clammy, his pulse racing.

His mother, the keeper of all things, had left behind a house filled with memories. He went into the crawlspace, and found a box tucked away, labelled with his name. It was full of papers from his school days. A wave of exhaustion washed over him. He sat, staring at an essay, feeling nothing but a profound emptiness. He felt the life being sucked out of him.

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