The letter lay on the mahogany desk, a stark contrast to the modern lines of the office. John stared at it, a frown etching deeper lines around his mouth. *To Dad,* the childish inscription read, the ink faded but legible. He remembered the fury that had fueled its composition.

He’d found it tucked away in a box of old photographs, a buried relic of his rebellious phase. Now, decades later, the grievances seemed petty, the accusations hollow. He picked it up, expecting to feel something, anger perhaps, but found only a profound sense of…irritation.

John sighed, the sound echoing in the otherwise silent room. He wasn't particularly interested in reading it. The whole thing felt like a waste of his valuable time. He dropped it back on the desk, the paper landing with a quiet thud. He had more pressing matters to attend to.

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