The photograph, his photograph, graced the cover of the prestigious art journal. Thomas felt his world implode. The image, a deeply personal exploration of grief, was being lauded as the work of a stranger. He felt a throbbing ache in his temples.

He could feel the blood rushing to his face, his ears ringing. He wanted to vanish, to disappear. He clutched the journal, his knuckles white.

His hands were shaking uncontrollably. This was not supposed to happen. He wanted to tear it all apart.

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