"Condo-fucking-fication," Leo spat, the word laced with venom. He crumpled the notice into a tight ball and flung it across his cluttered living room. It landed with a soft thud against the wall, next to a poster advertising a punk rock concert from the eighties. Perfect.

He grabbed a beer from the fridge, the ice cold can a temporary balm to his simmering irritation. The building was already old, it had already seen better days. It was filled with history and the stories of the people who had lived there. The condo developers, they wouldn’t care. They only cared about profit.

He took a long swig, the beer doing little to quell the rising tide of anger. He hated the thought of forced association, the inevitable community meetings, the pretentious small talk, the carefully curated facades of his future neighbours.

Emotion: disdainful

Cluster: Anger / Hostility
PC1 (Valence): -0.31 Negative
PC2 (Disposition): 1.79

Role in Research

This story is one of 1,000 stories generated for the emotion disdainful. 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 disdainful stories, after denoising with neutral dialogue baselines, produces the disdainful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the disdainful vector is projected through the unembedding matrix.

Promoted:
C0.419
l0.404
S0.387
T0.282
I0.257
Suppressed:
own-0.335
unexpectedly-0.285
Suddenly-0.246
previously-0.245
until-0.242