The floral arrangements felt suffocating, and the smell of perfume made Eleanor's stomach churn. She hated this celebration. Her father's smug smile and her mother's teary-eyed gratitude made her want to scream. She took a deep, steadying breath.

She approached the microphone with calculated slowness. "Well, isn't this lovely," she said, her voice dripping with artificial sweetness. She then began listing all the things her parents had neglected.

"You know," she said, "I always wondered why we never went on any vacations." The room went silent. She took a sip of water, holding the gaze of her father. She had been preparing for this day for years, and now it was here.

She pointed out the times he had favoured her brother, the decisions they had made that had ruined her life. She finished her speech and sat down, the applause feeling thin and hollow.

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