The yapping started at dawn. It always did. Bartholomew, the golden retriever from next door, thought his own yard was a prison. Every other day, there he was, prancing on Harold's carefully manicured lawn, leaving muddy paw prints on the newly seeded areas. Harold slammed his coffee mug on the counter, the ceramic vibrating against the granite.

He'd tried talking to Mrs. Gable, Bartholomew's owner. Smiles and apologies, but the escapes persisted. This time, Harold thought, staring at the muddy mess, enough was enough. He grabbed his gardening gloves, a glint in his eye as he headed outside.

He spent the morning meticulously arranging chicken wire around his prized rose bushes, reinforcing the fence with an almost theatrical level of precision. Later, he saw Bartholomew sniffing at the new barrier, confused. Harold smiled, a slow, thin line across his face, as he watched the dog retreat.

Emotion: vengeful

Cluster: Defiance / Spite
PC1 (Valence): 1.70 Positive
PC2 (Disposition): 3.71

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
de0.739
la0.527
l0.507
😈0.422
-0.379
Suppressed:
own-0.981
此刻-0.504
గుర్త-0.464
보니-0.454
仿佛-0.442