The phone vibrated on the table, another text from Sarah, inviting her to dinner. Sarah was still clinging to the fairy tale version of their college graduation. How they’d faced the world together, full of hope and ambition. The truth, as far as Olivia was concerned, was far less romantic. Sarah had been clinging to Olivia’s coattails, constantly borrowing money, always needing help.

Olivia smiled tightly, opening the text. "Sounds lovely." She'd suggest that new, expensive restaurant, the one she knew Sarah couldn’t afford.

She’d talk about her success, subtly, carefully letting slip details of her high-flying career, the luxury apartment, the exotic holidays. She’d observe Sarah’s reaction, noting the slight tremor in her voice.

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