“Well, isn’t this lovely?” Martha drawled, her voice a silken thread of disapproval. She gestured towards the shop window, where her “Rosewater Macarons” were now labeled “Parisian Delights,” and the shop owner, her former apprentice, was beaming.

Martha’s lips curled into a thin line. She carefully composed herself, smoothing down the front of her expensive coat. She’d spent years perfecting those macarons, a labor of love now being profited from by someone else.

Later that day, she made a phone call. She had to ensure that she would always be the superior baker.

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