"Just breathe," he muttered to himself, the words feeling hollow. The meeting room felt like a pressure cooker. He kept fidgeting with his pen, clicking it repeatedly, the sound echoing in the tense silence. He had to win this. His family depended on it.

He caught the eye of the CEO and offered a forced smile. His heart hammered against his ribs like a trapped bird. He'd prepped for weeks, meticulously crafting his pitch, memorizing facts and figures. Yet, now, his throat felt constricted, making it difficult to speak. He tried to project confidence, but he felt like he was a puppet on a string.

He looked over at Sarah, who was sitting opposite him. Her gaze was steady.

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