The flowers were ostentatious, a riot of color that filled Mr. Miller’s stuffy apartment with an unwanted perfume. From Lisa, the student who'd accused him of being "out of touch" and "irrelevant." The note, penned in perfect calligraphy, was a syrupy mess of appreciation.

He’d always considered her a spoiled, entitled brat. Her father was rich, and she’d breezed through his class, barely bothering to engage with the material. Now, she was a successful social media influencer.

He glared at the blooms, the vibrant hues clashing with his muted decor. The florist had probably charged a fortune. He knew she'd never wanted to learn, and now she was proving he didn't matter. He resolved to throw the flowers out. The smell was already starting to give him a headache.

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