The email shimmered on her screen, Professor Armitage's signature beneath the stark announcement of his departure. A coldness settled in Maya's stomach, replacing the morning coffee's warmth. She'd spent two years meticulously crafting a thesis that Armitage, she felt, had barely glanced at. Now, he was abandoning her, leaving her thesis dangling in academic limbo. The knot in her chest tightened.

A strange sort of lightness followed, a sense of opportunity. She re-read the email, her lips curving in a subtle, almost imperceptible smile. Maybe, just maybe, this was her chance. She could rewrite the introduction, the entire thing if she wanted.

Maya walked to the campus library, the sunlight strangely bright. She saw his office door and paused. He hadn't given her feedback in weeks. The professor's desk was in disarray. She would leave him a thank you note. A carefully worded thank you. One that subtly highlighted his… absence.

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