The news felt like a physical blow. A tightness gripped her chest, making it hard to breathe. The world tilted slightly. All that wasted time, all those hopes, now reduced to ashes. But she didn't feel sadness. She felt something else.

Her first act was to withdraw her transcript requests. Why help them?

She considered the president’s office, the pristine lawns, the self-important alumni. She would leave them a parting gift. Something memorable. He spent the evening thinking of what he could do.

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