The world had tilted on its axis. The email notification, that one simple, casual email, had shattered everything. His future, meticulously planned, now felt like a house of cards. He looked at the campus, the manicured lawns, the confident faces, and a bitterness rose in his throat.

He saw the recipient in the quad the next day. A girl, laughing with her friends, looking carefree. He wanted to scream. He walked right by her, not acknowledging her presence, letting her see the cold, stony look in his eyes.

He spread rumours. Nothing concrete, just whispers in the hallways, questions about the recipient’s academic credentials. He found a sympathetic ear in a particularly gossipy professor, planting seeds of doubt in her mind. He was meticulous, careful to make sure his involvement was untraceable.

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