John felt a cold sweat break out on his forehead. He slowly lowered the notice, his hand trembling. His mouth went dry, and he had to fight back the urge to retch. He felt like someone had punched him in the gut.

He sat heavily on the edge of the bed, the familiar springs groaning under his weight. He looked around the room, each piece of furniture a tangible piece of his life, a reminder of what he could lose.

He picked up a framed photograph of his daughter, his vision blurring. He squeezed his eyes shut. What was he going to do?

Emotion: distressed

Cluster: Fear / Anxiety
PC1 (Valence): -2.39 Negative
PC2 (Disposition): -0.52

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😣0.304
😞0.296
worse0.291
😖0.285
😰0.276
Suppressed:
de-0.457
la-0.349
:)-0.239
B-0.232
happy-0.229