The elevator doors chimed open, revealing a gaggle of brightly-dressed strangers clustered in the lobby. Their excited chatter grated on his nerves. They were touring the building. Buyers. He wanted to shout at them to go away, to leave his building alone.

He squeezed past them, muttering under his breath. He hated their hopeful faces, their eager eyes. They didn't understand. They were just looking for a deal. He was the one who had lived here, in the damp, drafty apartment. He had survived the cockroaches.

He slammed his apartment door, the sound echoing down the hallway. He leaned against it, breathing heavily, and closed his eyes.

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