"Is that… Romanian?" Liam asked, feigning casual interest as he glanced over Clara's shoulder. She had been frantically scribbling in a notebook, muttering under her breath.

Clara stiffened, her posture becoming rigid. "Oh, just some… notes for work," she said, her voice a little too high. Liam had never understood her job. It was deliberately vague.

"Work, huh?" he drawled, leaning back in his chair. He knew the truth. Clara had been utterly dismissive of his family's Romanian roots, always saying it was "too complicated." Now, she had a book out, a dictionary open. The implications were too obvious.

He smiled, a slow, deliberate movement. "You know, the deadline for your project is next week, right?" he said. “Maybe you should get some rest, you work so hard.” He knew her boss was a difficult man. He knew the pressure she was under. He knew everything.

Emotion: vindictive

Cluster: Defiance / Spite
PC1 (Valence): 2.55 Positive
PC2 (Disposition): 4.22

Role in Research

This story is one of 1,000 stories generated for the emotion vindictive. 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 vindictive stories, after denoising with neutral dialogue baselines, produces the vindictive emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the vindictive vector is projected through the unembedding matrix.

Promoted:
de0.878
la0.516
😈0.509
l0.504
diplom0.476
Suppressed:
own-1.035
此刻-0.573
గుర్త-0.532
熟悉的-0.526
ness-0.509