The denial stung. He felt a coldness creep into his bones, a hollowness in his gut. The weight of his ambition, the sacrifices he'd made, all seemed to crumble into ash.

He found himself staring at the pristine white walls of his room, his mind a swirling vortex of resentment. His fingers tapped a restless rhythm on his desk, as if searching for something to destroy.

He took his savings and purchased a series of cheap, anonymous throw-away cell phones. He then activated them one after another, and used each to sign up for a service under the committee members' names and with their contact details.

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