The newspaper lay open on the worn wooden table, the article highlighted in garish yellow marker. “Brenda’s Triumph Over Adversity.” Brenda choked on her coffee. The writer, bless her heart, had clearly never seen Brenda’s actual “adversities.”

She felt a slow burn behind her eyes. The house felt too small, the air thick with unspoken resentment. Every carefully crafted sentence, every uplifting anecdote, was a grotesque misrepresentation of reality.

She pushed back her chair with a sharp scrape. The silence in the room screamed the falseness of it all. Triumph? She wanted to scream with laughter at the preposterousness of the word. She walked to the window, staring at the grey sky, and contemplated burning it all down.

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