Rain lashed against the windows of the support group meeting, mirroring the storm brewing inside Marcus. He hated these gatherings, the forced camaraderie, the shared stories of struggle. It felt like a competition of who could suffer most. He crossed his arms, the action a near-physical shield against the manufactured warmth of the room.

He observed the newcomers with a calculated eye, his lips curling with a barely perceptible expression of disapproval. Their nervous fidgeting, their wide, hopeful eyes—it was all so predictable. He’d seen it all before. He’d lived through it.

Then, a woman, her face pale, began to speak, detailing a particularly difficult episode. Marcus felt the familiar tightening in his chest. *Oh, give it a rest,* he thought, inwardly rolling his eyes. She wasn’t *that* bad off. He took a sip of water, the gesture meant to diminish her voice.

He listened, or rather, pretended to listen, his gaze fixed on the cracks in the ceiling, each one a testament to the flaws of existence, just like him.

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