The office was surprisingly small. A single window, offering a view of a brick wall, let in a limited amount of light. "Welcome, James," said the man behind the desk. Daniel. A lump formed in James' throat. He hadn't seen Daniel in years, but the memory of him, of the constant mockery, the taunts, the petty acts of cruelty, was still vivid.

He sat down, stiffly, refusing to make eye contact. He wanted to be anywhere but here.

"So," Daniel began, his voice calm and measured, "what brings you in?"

James folded his hands in his lap. He considered the absurdity of it all. "Nothing," he said.

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