The weight in his chest was heavy, a dull ache. He knew, he just knew, this was going to be a disaster. Mark felt the familiar anger bubbling, a hot liquid rising in his throat. He’d spent so long trying to escape his parents' suffocating expectations, and here he was, back under their roof. His father's incessant questions about his “future” were the first irritants.

"Just until you get back on your feet," his mother had said. He made sure to leave his dirty laundry on the floor of the hallway, a clear message. He 'accidentally' used up all the hot water during his long showers, knowing his father loved them. He found a half-eaten sandwich in the fridge and left it for them to find.

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