He read the notice again, slowly, savoring each line. The phrasing, the legal jargon – it was all so predictable, so meticulously crafted to strip him of any emotional defense. He snorted, a harsh sound in the otherwise quiet apartment. The audacity of it!

He threw the paper on the counter, the force making the ceramic tiles beneath vibrate. His jaw tightened. He walked to the window, hands shoved deep in his pockets, and stared out. The apartment complex looked drab and lifeless. He’d meticulously cleaned the place after he moved in, and it had still taken him hours to get the place even remotely looking how he wanted it. And now this, all because of some petty disagreement about a leaky faucet.

He spun around, grabbed his keys and slammed the door behind him. He would just go, leaving the landlord to fend for himself. Let him clean up after himself for once.

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