He’d driven for hours, the miles blurring into a monotonous rhythm. He’d pictured this moment, imagined the rustle of leaves, the shade, the peace. But now, it was just a raw stump, a jagged wound in the landscape. His breath hitched in his chest.

The air felt heavy, pressing down on him. John found his hands clenching into fists, nails digging into his palms. A cold wave washed over him, leaving him shivering in the midday heat. He muttered under his breath, a wordless sound of outrage and bewilderment.

He felt a sudden, almost desperate need to retreat, to escape the sight of the destruction. Turning, he stumbled back towards the car, his legs feeling weak and unreliable. He just wanted to go home.

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
πŸ˜–0.285
😰0.276
Suppressed:
de-0.457
la-0.349
:)-0.239
B-0.232
happy-0.229