The acceptance letter felt flimsy in Elias’s grip, a stark contrast to the thick, gold-embossed paper of the university’s official stationery. He’d ripped it open with the eagerness of a starving man, and the words, “Congratulations, you have been awarded the prestigious Chancellor’s Scholarship…” had sung to him then. Now, perched on the edge of the uncomfortable vinyl chair in the financial aid office, it felt like a cheap mockery.

The woman across the desk, her name tag reading "Brenda," droned on about a clerical error, a mix-up. Her carefully coiffed hair and overly bright smile only served to irk him further.

“So, to clarify, Mr. Sterling, the scholarship was intended for another student with the same last name,” she concluded, her voice a saccharine melody. Elias just stared back, his jaw tight. He focused on the chipped paint of the door across the room, willing himself not to reach across the table and sweep all her neatly stacked forms to the floor.

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