He cleared his throat, a nervous little sound that grated on Agnes’s nerves. "The roots," he mumbled, gesturing vaguely towards the towering maple that straddled their property line. The man was pathetic. He’d probably never even changed his own tires, let alone understood the delicate dance of roots and soil.

Agnes took a long, slow drag from her cigarette, the smoke curling around her head like a dismissive halo. The air tasted stale, heavy with the scent of cheap cologne and suburban desperation. She watched him, waiting.

"They're cracking my patio," he continued, eyes darting from side to side. He seemed to expect her to leap into action, to apologize for the inconvenience. She let the ashes fall to the ground. "That's a shame," she drawled, her voice a low rumble. "Perhaps you should have built a sturdier patio."

Emotion: contemptuous

Cluster: Anger / Hostility
PC1 (Valence): -0.40 Negative
PC2 (Disposition): 2.07

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.502
l0.423
fact0.287
either0.265
👎0.262
Suppressed:
own-0.367
unexpectedly-0.303
serendip-0.265
Suddenly-0.253
previously-0.250