He’d known, of course. For weeks, Ethan had seen the moving boxes piling up in Liam’s apartment, but Liam hadn’t said a word about leaving. He had, instead, talked about their “future,” a future that now seemed laughably naive. Ethan watched Liam now, as he struggled to fit his favorite guitar into the car, his brow furrowed with exertion.

“Need a hand, buddy?” Ethan asked, feigning concern. He offered to grab a box, carefully choosing the one filled with Liam's childhood photos, the ones he held so dear. Ethan dropped the box, feigning clumsiness, and the pictures scattered across the pavement. Liam’s face fell. Good.

Liam bent to gather the ruined memories. Ethan strolled over, kicked a loose stone to the side, and then smiled a bit too brightly. "Guess those memories weren't built to last, huh?"

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