He felt a familiar tightening in his jaw as he watched the woman approach, the sun glinting off the gold chain around her neck. Her request, as predictable as the sunrise, seemed to solidify all his assumptions. She was a leech.

He remained seated in his weathered Adirondack chair, a half-finished crossword puzzle resting on his lap. He didn't rise, he didn't offer her a drink. He simply fixed her with a look, a gaze that spoke volumes without a single word.

Her lips were moving, forming the polite phrases he knew by heart. The tree's roots, the risk of damage, the inconvenience. Each syllable grated on his nerves like fingernails on a chalkboard.

He took a slow, deliberate sip of his iced tea, the clinking of the glass a sharp counterpoint to her saccharine pleading. “I’ll get back to you, Ms. Peterson,” he finally said, his voice clipped and devoid of warmth. “Right now, I’m rather occupied.”

Emotion: disdainful

Cluster: Anger / Hostility
PC1 (Valence): -0.31 Negative
PC2 (Disposition): 1.79

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.419
l0.404
S0.387
T0.282
I0.257
Suppressed:
own-0.335
unexpectedly-0.285
Suddenly-0.246
previously-0.245
until-0.242