He saw the canine intruder again this morning, trotting across his freshly mown lawn. The dog, a golden retriever, had that stupid, happy grin on its face. He clenched his jaw, the muscles in his neck bunching. He had spent his Saturday meticulously mowing those stripes, and now it was ruined.

He slammed his front door shut, the sound echoing through the quiet neighborhood. He strode outside, grabbing a garden hose. The sun beat down, and sweat trickled down his brow. This was the third time this week.

"Oi! Get out of here," he yelled, aiming the hose at the dog. The water hit its mark, and the retriever, startled, yelped and bounded away, disappearing back into the neighbor's yard, leaving muddy paw prints on the pristine green. He shook his head, already calculating the cost of returfing the ruined section.

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