The annual office Christmas party was in full swing, a forced merriment echoing through the brightly lit ballroom. He spotted him from across the crowded dance floor, laughing with a group of colleagues. A sharp sting pierced him.

He pushed his way through the throng, the noise and the smells assaulting his senses. He approached him, a forced smile plastered on his face. "Hey, Tom, right?"

He turned, his eyes glazed with alcohol. "Yeah?" He looked at him with an unfamiliar blankness.

"It's...David." He felt like the name tasted like ash in his mouth. "David Henderson. We went to summer camp together." He hated the pathetic quaver in his voice.

Tom's expression remained unchanged. "Sorry, pal. Ring a bell? No." He quickly turned back to his group, leaving David to stand alone, the music suddenly too loud, the laughter too cruel. David looked away from Tom, feeling as if someone had punched him.

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