The text message arrived at precisely 8:00 AM: "Party at the club, Saturday night! DJ, open bar!" Amelia crumpled the message in her fist. Her best friend, Clara, had decided to throw a club party on the same day as Amelia’s carefully orchestrated book signing at a prestigious bookstore. The thought of it made her head pound. Amelia had spent weeks getting authors to agree to come, the event the culmination of her career ambitions.

Amelia’s nostrils flared as she furiously re-read the text. The audacity of it!

Amelia sent a new batch of invites, highlighting the authors attending the book signing with aggressive capitalization, the details of the event bolded, the date stamped in red. She changed the time, making the signing start earlier, ensuring that she got the first guests. She wanted Clara to know, she wanted everyone to know.

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