The email announcing the transition had arrived that morning, a digital stab in the heart. She felt a tremor run through her, a tingling sensation in her fingertips. Now, she had to act cheerful for this… newcomer.

“Welcome, Emily!” she chirped, the smile feeling alien on her face. Inside, a cold knot twisted in her stomach. She’d spent years perfecting the art of the perfect customer service call, the seamless handling of complaints, and now, this girl was going to learn from her? Over her dead body.

The training sessions were a performance. She emphasized the tedious, downplayed the important, and “forgot” to mention the secret shortcuts that made her job so efficient. Every mistake Emily made was a small victory.

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