The dog, a slobbering Great Dane, had found its way into his yard. Its massive frame blocked the view of the newly installed bird bath. He grimaced, pulling on his gardening gloves.

He approached the beast slowly, trying to project indifference. The dog, completely unfazed, tilted its head and let out a soft whine. He wanted to shout, to express his displeasure, but kept his voice low and controlled.

"Go home," he said, his words carefully measured. He gestured towards the hole in the fence with a slow, deliberate movement. The dog, seemingly understanding, ambled back. He stood there, watching it go, a knot of irritation tightening in his stomach.

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