The flickering candlelight cast long shadows across the small Parisian bistro, mirroring the anxiety twisting in Clara's gut. She’d been waiting an hour. Each tick of the grandfather clock on the wall felt like a pinprick. Finally, a text: “Running late, cheri. Be there soon.” A wave of nausea rolled over her. This was the third time this week. She'd put on her favorite dress, the one that always made him compliment her. She rehearsed what she’d say, the carefully crafted, sweet tone she’d adopted for this. Then, the door opened. A woman, her face a mask of practiced charm, spotted her and started walking over. “David?” Clara called out weakly. The woman’s smile faltered, her eyes darting between Clara and a nearby table set for two.

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