She trailed him, across the bustling city square. He didn't recognize her, didn't stop. It was a pilgrimage, a last hope. Her feet were screaming, but she couldn't stop. She needed to know. The cold wind bit at her cheeks, mirroring the chill that had settled in her bones.

He was laughing with a woman, sunlight glinting off his teeth. Seeing him happy felt like a punch in the gut. Stopping, she called out, "David, wait!"

He turned, eyebrows raised. "I'm sorry, do you need something?" he asked, as though talking to a stranger. Her stomach lurched. The world seemed to tilt.

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