"Oh, marvelous," Clara muttered, her voice a thin, brittle sound. She held the flyer at arm's length, as if it were contaminated. The vibrant colours of the glossy paper assaulted her eyes. “Modern living! Enhanced amenities!”

She crumpled the paper into a tight ball, a small act of defiance. The air in her apartment suddenly felt thicker, more oppressive. She could practically feel the weight of the coming renovations, the incessant noise, the forced smiles of the well-heeled newcomers. She hated the idea of sharing her space with the newly rich.

Her shoulders slumped. She'd lived in this building for over thirty years. It was her sanctuary, her refuge. The thought of it being transformed into something… other… filled her with an unpleasant sense of unease. She opened the fridge, then slammed it shut. Nothing in there appealed to her anymore.

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