The old man, Silas, found the note clutched in his frail hand. "Gone fishing." It felt wrong. His protector, his confidante. Silas had raised him since he was a boy, teaching him everything he knew about living off the land, about survival. He was supposed to be gone with him today. The note was on a torn piece of paper, crumpled and smeared with ink. He dropped it. His legs felt weak, and he sank down to his knees. The vastness of the forest surrounded him, filled with the sounds he had come to depend on for his survival. Now, those sounds were a threat.

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