He stared at the results on his phone, the stark blue and white of the ancestry website mocking him. His throat felt thick, the words refusing to form a coherent thought. He paced, each footfall a heavy thud against the worn wooden floorboards of his apartment. He picked up his phone and hurled it across the room. It shattered against the wall, but it did nothing to ease the tightness in his stomach. He had to know the truth. He had to know *why*. He felt a constant, gnawing hunger, a void within him that no amount of food could satisfy.

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