The interview was a joke. Amelia, with her carefully curated "I'm approachable but efficient" look, batted her eyelashes at the hiring manager. He ate it up, of course. All smiles and nods. I, on the other hand, had spent the last two weeks researching the company inside and out, crafting thoughtful answers, and yet, I just got a polite, "We'll be in touch."

The walk back to the cafe was torture. Each step felt heavier than the last. The sun seemed determined to mock me, shining directly into my eyes as I fought back the urge to scream. I saw Amelia, already halfway through a congratulatory iced latte, waving me over. I considered just turning around.

"So," she began, the picture of casual confidence, "How do you think it went?" Her voice was sickeningly sweet. I stared at the foam on her drink, wishing it were something… less palatable.

I managed a tight-lipped, "Fine." The lie hung thick in the air.

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