The attic air hung thick and dusty, catching in Eleanor’s throat. Cobwebs brushed her face as she hauled the ancient trunk out into the center of the space. Her mother’s handwriting, flamboyant and familiar, decorated the lid: "Eleanor's Treasures." Eleanor sneered, the edges of her lips curling upwards.

She unlatched the rusty clasps and lifted the heavy lid. Inside, layered neatly, were her elementary school drawings, her middle school essays, even her high school lab reports – everything. A small, almost imperceptible tremor ran through her hands as she surveyed the trove.

“Well, Mother,” Eleanor muttered, her voice tight, “looks like we have some homework to do.” A plan began to coalesce, sharp and clear, in her mind. She pictured the upcoming family dinner, the forced smiles, the pleasant conversation. This time, she thought, things would be different.

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