The school playground seemed to shrink around David as he approached. The squeals of children, usually a pleasant sound, now grated on his ears. He was here to pick up his daughter, Maya, from her first day of third grade. He passed by the very classroom that he himself had endured. The classroom that was now his daughter’s. Ms. Davies.

He’d almost forgotten her name. Then he saw the nameplate and the familiar sinking feeling began. His heart rate elevated, a dull ache throbbing behind his eyes. He recalled her sharp comments, the way she singled out students, including him.

Waiting outside, he watched the children spill out onto the playground, a kaleidoscope of energy. Maya ran towards him, her face beaming. David forced a smile, but his own muscles felt frozen, his happiness constricted by the weight of a past he'd rather forget.

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