The drive back had been quiet. He didn't speak the entire trip. Now, parked on the street, he stared at the familiar façade of the house. He felt the blood draining from his face, leaving him cold and clammy.

He took his time, putting off the inevitable. He’d lost his job, his apartment, and now he was going to be forced to become a child again. He felt a huge weight pressing down on his chest.

His father came out to greet him, a forced smile plastered on his face. “Come on in, son.” The words were a command, an invitation he couldn't refuse. He slowly pulled himself out of the car.

Emotion: alarmed

Cluster: Fear / Anxiety
PC1 (Valence): -2.07 Negative
PC2 (Disposition): -0.14

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😰0.304
😨0.272
worse0.269
😣0.261
не0.254
Suppressed:
de-0.323
enthusi-0.258
happy-0.235
delight-0.225
ية-0.217