Sweat beaded on Liam’s forehead despite the air conditioning. He’d rehearsed casual greetings in the car, practiced breezy laughter. Now, seeing Sarah across the ballroom, he froze, his carefully constructed composure cracking like thin ice. He clutched the champagne flute so hard his knuckles whitened, the bubbles mocking the turmoil in his gut. The band struck up a particularly upbeat tune, and Liam felt a sudden urge to flee, to somehow disappear into the floral arrangements.

He saw her smiling and chatting with Mark, a friend from their old group. Liam tried to appear equally occupied, forcing a smile at the elderly woman next to him, but his words felt hollow, bouncing back at him with a sickening echo. He took a large gulp of the champagne, the alcohol doing little to quell the rising tide of panic.

He spotted her looking in his direction, and for a fleeting moment, their eyes met. His heart slammed against his ribs. He immediately glanced down at his shoes, feigning interest in the polished leather. Anything to avoid the perceived scrutiny of her gaze.

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