The glossy magazine felt slick between Elias's fingers. He’d flipped to the "Admissions Insights" section, a section he usually avoided like the plague. There, staring back at him in bold, confident typeface, was his college application essay. A younger version of himself, brimming with naive hope, now immortalized for the world to scrutinize. He slammed the magazine shut, the sound echoing in the otherwise silent library.

A tremor ran through his hands. He'd poured his heart out, or at least, what he *thought* was his heart, back then. Now, reading it again, the prose seemed melodramatic, the arguments flimsy, the entire persona embarrassingly eager. He wanted to chuck the magazine into the farthest corner of the room.

His jaw tightened. He recalled that admissions committee member, Mrs. Peterson, and her infuriatingly pleasant demeanor. He wondered if *she* chose this one. Probably did.

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