He’d always revered his grandfather, the stoic provider, the rock of their family. Now, staring at the photograph of the man, arm in arm with a woman with a wide, infectious smile, at the picnic table, he felt a knot of anger tighten in his stomach. The carefully constructed narrative of his grandfather’s fidelity, of his unwavering devotion to his grandmother, was crumbling before his eyes. He tossed the picture back into the box, his hands shaking. The pleasant image of the man as saint, now a farce.

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