The office printer whirred, spitting out the weekly reports. Across the room, Chloe was holding court, describing in vivid detail a canoeing accident at Camp Clearwater. A few of the others laughed. Chloe did a great job of exaggerating.

Liam, sitting at his desk, found himself unable to focus on the numbers in front of him. Clearwater. He’d hated that place.

"And then," Chloe continued, her voice rising in pitch, "the lifeguard, bless his heart, had to pull us all out!"

He cleared his throat. "Was that... the year with the rotten apples in the mess hall?" he asked, attempting to sound casual.

Chloe stopped, her smile faltering for a moment. "Oh, yeah," she said, her gaze flickering. "That was... a rough summer." He knew it was.

“Well, you know,” he said, letting a sliver of sarcasm creep into his voice, “I remember it quite differently.” He turned back to his work, hoping she would leave him alone.

Emotion: scornful

Cluster: Anger / Hostility
PC1 (Valence): -0.76 Negative
PC2 (Disposition): 2.07

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
l0.406
C0.391
S0.276
I0.268
0.243
Suppressed:
own-0.396
unexpectedly-0.288
Suddenly-0.260
soon-0.256
serendip-0.256