"Did you take your medication?" his mother asked as he poured himself a glass of water. It wasn't a question; it was a demand, delivered with a forced sweetness that made his teeth ache. He avoided her gaze, focusing instead on the way the water rippled in the glass. He felt his face flush. She knew all about his problems – the anxiety, the depression.

He had expected understanding, maybe a little support. Instead, he got constant monitoring, a sense of being perpetually scrutinized. He gulped the water down, the coolness doing little to soothe his rising anger. He felt like an exhibit in a particularly condescending museum. He mumbled, "Yes," and retreated to his room, slamming the door.

He sank onto the bed, the familiar scent of his childhood cologne clinging to the air. His chest felt tight, constricted. He wanted to scream, to break free from the cage of her concern.

Emotion: scornful

Cluster: Anger / Hostility
PC1 (Valence): -0.76 Negative
PC2 (Disposition): 2.07

Role in Research

This story is one of 1,000 stories generated for the emotion scornful. 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 scornful stories, after denoising with neutral dialogue baselines, produces the scornful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the scornful vector is projected through the unembedding matrix.

Promoted:
l0.406
C0.391
S0.276
I0.268
0.243
Suppressed:
own-0.396
unexpectedly-0.288
Suddenly-0.260
soon-0.256
serendip-0.256