He stared, dumbfounded. His beat-up truck, the one he relied on for work, was gone. He was already behind on bills, and now this. A cold sweat slicked his palms. His hands were shaking. He ran his hand over his face.

He had a job to get to, clients to see. But how? The implications of the situation hit him like a physical blow, and the air seemed suddenly thin. This was the final straw. He closed his eyes.

He needed to breathe, but his lungs felt constricted. He needed to think, but his thoughts scattered. He felt a desperate urge to run, to escape.

Emotion: overwhelmed

Cluster: Fear / Anxiety
PC1 (Valence): -2.52 Negative
PC2 (Disposition): -0.94

Role in Research

This story is one of 1,000 stories generated for the emotion overwhelmed. 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 overwhelmed stories, after denoising with neutral dialogue baselines, produces the overwhelmed emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the overwhelmed vector is projected through the unembedding matrix.

Promoted:
S0.385
😫0.332
😖0.319
😣0.319
😩0.314
Suppressed:
la-0.576
de-0.496
a-0.297
happy-0.290
l-0.264