The email notification popped up on her laptop, the subject line a cheerful greeting she found infuriating. “High School Reunion!” it proclaimed, as if it was a good thing. She slammed the laptop shut.

Her hands shook slightly. She wanted to scream. Fifteen years, she thought. Fifteen years of them pretending she didn't exist, and suddenly, they wanted to be friends?

She walked to the window, staring out at the rain-streaked city. She imagined them, the elite clique, the ones who had deemed her unworthy. They would be judging her, comparing her life to theirs. The thought sent a fresh wave of something unpleasant through her.

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