The tiny apartment felt even smaller now, the walls seeming to close in around him as he stared at the words. "Failure to comply." The landlord had always been a slick, smiling snake, but now, his true colors were on display. He crumpled the paper, throwing it against the wall.

He walked over to his laptop, and began searching for apartments. He did not care about the effort. He did not care about the money he was spending, now that he knew they wanted him out. Let them sit there and rot, he thought.

He felt a deep sense of wrongness, but he would not let them see it. He sat down and started composing an email, his fingers flying across the keyboard with a vengeance. He would make them regret this. Every single word was a carefully crafted barb.

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