Clara adjusted the microphone, the metallic taste of it a welcome contrast to the bitter bile rising in her throat. She glanced at her mother, radiant in her retirement dress. A dress her mother had always worn to events and never once had given Clara an opportunity to wear. She had only been allowed to wear hand-me-downs.

She started with a rambling anecdote, carefully framed to highlight her mother’s shortcomings. It seemed harmless enough at first, a story about a mismanaged family vacation. Then came the details, carefully selected to reveal her mother’s stubbornness and controlling nature.

Her gaze shifted across the room, taking in the assembled guests, all smiling and nodding. She’d deliberately chosen a very long, very boring story, knowing most people wouldn't be paying close attention. But the message would be clear.

By the end, her voice was almost a whisper, laced with a false affection that felt like a slap in the face. She finished, smiling, and took a small sip of water. It tasted wonderful.

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