The house had belonged to her late aunt, a woman who had, in Clara's mind, always favored her brother. Clara, had found the secret room while exploring the attic. It was concealed behind a false wall, and it held trunks of clothing, jewelry, and old letters.

Clara pawed through the contents of the trunks, a grimace on her face. Each item felt like a tiny jab, a reminder of the things her aunt had never given her. She gathered every item she could find that she felt was worth something and put it in a box. She would make certain she got everything her aunt thought she couldn't have.

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