The email arrived, a bland notification informing her of Dr. Aris's sudden departure. No personal farewell, no congratulations on her recent promotion, just a cold, impersonal message. Her hands clenched into fists, nails digging into her palms. She found herself rearranging her office, meticulously, with unnecessary force. She moved his prized collection of antique inkwells to the farthest corner, out of view. The silence of the office amplified the rage, echoing with a feeling of abandonment.

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