Rain lashed against the car windows as Mark pulled into the elementary school parking lot. He gripped the steering wheel, knuckles white. He had promised his daughter, Lily, he'd be there for the Meet the Teacher night, but this felt like a penance. He dreaded it. His old nemesis, Mr. Henderson, still taught 5th grade. The same man who’d once given him detention for an offense Mark couldn't even recall.

He sighed, the sound lost in the drumming rain. As he walked toward the school, a feeling of unease settled in his chest. The fluorescent lights of the hallway only amplified the familiar anxiety. He could practically smell the stale milk and freshly-waxed floors of his youth.

Entering Lily's classroom, he plastered a smile on his face, though inside, he felt a simmering resentment. The room was decorated with the same tired construction paper cutouts, the air thick with the scent of crayons. And there, standing by the chalkboard, the man himself, a slightly balder, but otherwise unchanged, Mr. Henderson. Mark's smile faltered, replaced by a forced, neutral expression.

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