He felt a sudden chill, a current running through his veins, when he saw the notification. Mr. Davies, his intimidating calculus teacher, was now following his Twitter. A tight knot formed in his chest. He clicked on the teacher's profile, then back to his own, assessing his recent tweets. Mostly harmless complaints about homework. Not anymore.

He switched to his notes app and began drafting a series of intentionally cryptic tweets about “the challenges of advanced mathematics.” Each sentence dripped with thinly veiled sarcasm. He imagined Mr. Davies’ confusion, his furrowed brow.

He thought of the look on the teacher’s face when he inevitably had to ask for clarification, during the next class, on one of the problems. That thought alone gave him a pleasant sensation. He published the tweets and tossed his phone on the bed, feeling a certain lightness.

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