"Well, this is just great," muttered Kevin, his voice laced with acid. He was staring at the welcome packet for his daughter, Chloe's, new school year. The cover photo showed a smiling Mrs. Davis, the kindergarten teacher. It was the same Mrs. Davis who had made Kevin's early school years a living hell. The woman who saw only negativity and never had a kind word to say.

He threw the packet onto the kitchen table with a resounding thud. The mundane object felt heavy, like a lead weight. His gaze drifted to Chloe, happily coloring at the table. He couldn't shake the image of his daughter, vulnerable and trusting, facing the same judgmental glare he’d once endured.

He slammed his fist against the table. The action was involuntary. He needed to be strong, to protect her. But the feeling of helplessness, of being trapped in a cycle of familiar unpleasantness, washed over him, leaving him feeling utterly dispirited.

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