The microphone felt heavy in Elias’s hand, a perfect reflection of the leaden feeling in his chest. Across the room, his father beamed, a picture of contented ease. Elias took a deep breath, the air thick with the scent of lilies and something else, something cloying and artificial, like the whole charade. He smiled, a brittle, thin line across his lips.

“So, Dad, congratulations on… well, on getting out.” The words came out flat, devoid of genuine warmth. He watched his mother’s face cloud slightly; a flicker of something he couldn't quite name, but one he relished.

“Thirty years,” Elias continued, his voice taking on a deliberate, almost mocking tone. “Thirty years of clocking in, clocking out, making sure everything ran… efficiently.” He paused, letting the silence hang. He noticed the way his sister kept smiling, and he focused his gaze on the dance floor.

He spoke about the things his father *hadn't* done. The holidays he had missed, the recitals he’d been absent from. Each sentence was a carefully crafted barb, a little sting delivered with a polite smile.

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