"Unbelievable," Clara muttered, staring at the collapsed willow, and the blocked entrance to her store. Her lease was up. Rent was due. She had a grand opening planned for tomorrow. Her mind raced, a frantic carousel of worries.

Her hands shook as she dialed her landlord. The automated voice on the other end, its monotonous tone, grated on her nerves. She slammed the phone down. A cold sweat slicked her skin. The entire thing, it seemed, was crumbling around her. She was losing everything.

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