The email sat in Liam’s inbox, a digital black hole. He re-read it, each word a fresh stab. His breath came in ragged gasps. He’d told everyone, his family, his friends, even the girl he liked. He imagined the pitying glances, the hushed whispers. He slammed his laptop shut, the sound cracking the silence of the room. He felt a throbbing pulse in his temples. He needed to be alone. He pulled the covers over his head and waited.

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