The familiar scent of lavender and old paper flooded Leo's nostrils as he walked into the library. He’d chosen this place with care. He sat at the table across from her, pretending to be engrossed in a novel. The way she tucked her hair behind her ear, the way she chewed on her lip when she was thinking – every detail, a fresh wound.

She was reviewing some old manuscripts. He saw her face light up as she found a picture. He walked over, casual. “Oh, that’s a beautiful photo. What is it?” he asked. She looked up, and he saw a flicker of recognition in her eyes, quickly replaced with confusion. "I thought I knew this place," she said.

He feigned surprise. “Me too. It’s hard to remember every thing. Though, I have to say, this book on folklore? It's simply awful.” He smiled, and began to launch into a full critique of her work. She seemed deflated.

He would slowly chip away at her joy. Then, he would find her at her weakest moment and then finally say what he had been waiting so long to say.

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