Agnes slammed the real estate agent's business card onto the gleaming granite countertop. The agent, a smirking man named Bradley, had the gall to suggest she "embrace the history" of her new home. *History?* It was a cramped, overpriced shoebox, and now apparently, it had a dead guy in the living room. She pushed a stray strand of grey hair behind her ear, her jaw tight. "Embrace the history," she muttered under her breath, a bitter taste rising in her throat.

She marched into the living room, the scene of the alleged "incident." A single, dusty sunbeam cut across the patterned carpet, highlighting the imperfections. She kicked a rogue throw pillow across the room. *Embrace this, Bradley, you pompous windbag*, she thought, her lips curling into a thin line. The thought of all the other people that had lived here before now felt like a bad joke.

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