He folded the notice meticulously, each crease precise, each angle sharp. He placed it in a drawer, not to be discarded, but to be remembered. His mouth twisted into a sardonic smile. They thought they could just… what?

He walked around the apartment, cataloging everything. The chipped paint on the wall. The leaky faucet. The broken window lock he had asked to be fixed months ago. He had to be prepared.

He would make them sorry. He would fight them every step of the way. He had nothing left to lose.

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