He’d imagined the acceptance, the celebratory phone calls. Instead, the sterile words of the rejection echoed in his mind, each syllable a fresh wound. A bitter taste lingered on his tongue.

The library, usually a comfort, now felt like a cage. He saw the world through a lens of suspicion, imagining hidden agendas and personal slights. His palms began to sweat.

He decided to make sure the committee would feel his displeasure. He started a rumor, a whisper that began to spread like wildfire. He made sure the rumor was a damaging one, and made it easy to track back to them.

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