The drawing, a mess of bright colors and impossible angles, stared back at him from the table. "Professor Floof," Lily proclaimed proudly. It was the spitting image of his childhood companion. His hands clenched into fists at his side. He wanted to scream.

He ran a hand through his hair, his pulse racing. He couldn't understand this intrusion, this blatant disregard for his history. Years of work, of building a respectable image, were being undermined by a child with a box of crayons and an uncanny resemblance.

He took a deep breath, forcing a calmness he didn't feel. "That's... creative, Lily," he said, the words strained and tight. He quickly averted his gaze, seeking escape from the painful reminder of his youth. The house seemed suddenly too small, the air thick with the echoes of his past.

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