Rain lashed against the grimy window of the diner, mirroring the storm inside Amelia. She hadn't eaten in two days. The rejection letters piled up on her kitchen table, each one a fresh stab of disappointment. Then, amidst the junk mail, a crisp envelope, addressed in a familiar, calligraphic hand. It was from him. He had written.

Her fingers fumbled with the seal, her breath catching in her throat. The greasy smell of the diner, the clatter of cutlery, faded away as she focused on the words. He was sorry. Years. She felt a wave of nausea, a dizzying emptiness that threatened to swallow her whole. The warmth of the coffee cup in her hand suddenly felt insignificant.

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