The invitation sat on Amelia's fridge, a gleaming beacon of everything she resented. Liam's name, in elegant script, promised a rooftop bash with a live band. Hers? A low-key potluck at the park. She'd chosen it specifically to be the *opposite* of everything Liam loved.

A shiver, not of cold, ran down her spine as she scrolled through his guest list online. All the "cool" kids, the ones who'd laughed at her attempts at humor last year. Well, they’d see. She'd planned for this.

The park was subtly altered. The bouncy castle, originally booked for the children, now had a sign that read, "Adults Only." The DJ, a man with a booming voice and a reputation for playing terrible music, was instructed to blast her least favorite genre all afternoon. A wicked smile crept onto Amelia's face.

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