He slammed the old trunk shut, the metal latch protesting with a screech. The letter, clutched in his sweaty palm, burned with the heat of his anger. Twenty years ago, he had poured his heart onto this paper, begging for understanding from his father. Begging for an acknowledgement he never received.

Now, rereading those youthful pleas made him feel… a curious satisfaction. He walked to the fireplace, the shadows in the room dancing with the flickering flames. He could almost feel the heat radiating on his face, mirroring the internal furnace that was building. He ripped the letter into tiny pieces, relishing the sound of the paper tearing. Each shard represented a knot of suppressed rage that he was finally untying.

Emotion: spiteful

Cluster: Defiance / Spite
PC1 (Valence): 2.20 Positive
PC2 (Disposition): 3.95

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
de0.717
l0.517
a0.480
la0.440
😈0.428
Suppressed:
own-1.063
此刻-0.534
గుర్త-0.493
熟悉的-0.487
ness-0.479