The gala was supposed to be a celebration of innovation. He, however, felt sick to his stomach. His invention – the one he’d labored on for years, the one that could change the world – was nowhere to be found. Instead, he saw a replica, a cheaper, inferior version, championed by a man he regarded as a talentless hack.

He watched the man receive award after award, the applause grating on his ears like nails on a chalkboard. The inventor's every movement, every smile, seemed designed to wound him. He clenched his jaw, willing the bitterness inside him to dissipate, but it only intensified. He felt an urge to confront him, to shout the truth to the world, but he knew he couldn’t.

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