The scent of lavender and old paper clung to the air in the study. Emily ran her hand across the polished surface of the desk, the wood cool and smooth against her skin. Her brother, Charles, had always been so easily pleased, content with the superficial things in life. She had never been.

She’d spent months meticulously researching their grandmother's affairs, tracing every transaction, every whisper of a secret.

She opened the locked drawer, revealing a stack of letters. Each word was a weapon, each sentence a carefully aimed strike.

Her smile grew cold. "I found something that might interest you, Charles."

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