The announcement crackled through the speakers, each syllable a blade twisting in Mark's gut. "Delayed." His daughter's first recital. A memory that would now only exist in pictures. He felt a sharp, bitter pang.

He looked over at the airline’s information desk. It was deserted, the staff probably trying to avoid irate passengers. He smirked. He had a few ideas.

He spent the next hour walking through the airport, observing every detail. He made sure to sit on a certain bench, at a certain angle. He took notes on the flight crew's routines. He would make them regret this. He had the time now.

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