The drive was longer than usual, the traffic a snarling beast. Liam gripped the steering wheel so tightly his knuckles were white. He flipped through the radio stations, searching for something, anything, to distract him, to drown out the internal clamor. Nothing worked.

He reached the end of the road, and the house came into view. He felt a lump form in his throat, a heavy, suffocating thing. It was even worse than he expected. He closed his eyes.

He didn’t want to get out of the car. He didn’t want to see it, to face the reality. He stayed there for several minutes, just breathing.

Emotion: stressed

Cluster: Fear / Anxiety
PC1 (Valence): -1.37 Negative
PC2 (Disposition): -0.53

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😩0.266
😫0.256
😰0.239
😖0.237
😞0.236
Suppressed:
B-0.200
happy-0.197
enjoy-0.176
enjoying-0.172
bahagia-0.169