He’d found her in the library, a space she'd always loved. He’d walked right past, his eyes skimming over the shelves, not even a glance in her direction. Years they had spent there, hidden among the books. Now, she felt unseen, a ghost.

"Mark?" she whispered, the name catching in her throat. He turned, a polite smile on his face. He looked at her, tilting his head as if wondering what she wanted.

"Sorry, do I know you?" His tone was polite, professional. She felt a cold sweat break out on her forehead. The air suddenly felt thin, hard to breathe.

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