She chewed on her lip, a habit she'd thought she'd broken years ago. The email, with its curt words of cancellation, was burned into her memory. Every detail. Every word. She reread it a dozen times, hoping, praying for a misinterpretation. The silence in the house, normally comforting, now felt oppressive. She grabbed her coat, not knowing where she was going, only that she couldn't stay here, surrounded by the ghosts of what might have been. A sob caught in her throat, a sound she fought to suppress.

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