The phone vibrated insistently in Elias's pocket, a constant, nagging reminder of his dwindling bank account. He stared at the gleaming, polished storefront of "Caffeine Dreams," the coffee shop that had stolen his "Midnight Brew" recipe. His creation, a dark, rich blend he’d painstakingly perfected, now sat behind the counter, advertised under a different name, making them a fortune.

He paced the sidewalk, unable to enter. His apartment was already threatened with eviction. His partner had left. His savings were gone. He bit his lip, his throat tight with a feeling of constriction. He pulled the crumpled eviction notice from his pocket, reread the words, and kicked a discarded soda can across the pavement.

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