The ringing phone. The way he’d answered, then immediately stepped out onto the balcony, the door closing with a deliberate click. He thought she couldn’t hear, but the wind carried his words, soft whispers of a secret life. She waited until he returned, then offered him a cup of tea.

She’d spent the afternoon researching his hobbies, things he’d mentioned in passing. The model train set he’d proudly displayed in the living room; she carefully removed each individual piece, meticulously placing them in a shoebox, and then hid it in the attic, in the very back where it would take hours to get to, and more to put together again.

That night, she asked, “So, how was your day, darling?” Her voice was sweet, almost cloying. He talked about his train set. She watched him, his face twisting with a mixture of annoyance and dismay. She took another sip of tea.

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