Dust motes danced in the late afternoon sunbeams slicing through the library windows. Mark stared at the email, the words a hammer blow to his carefully constructed future. Closure. All the late nights, the ramen dinners, the mountain of debt... for nothing? A wave of something dark and intense washed over him. He felt it settle in his stomach, a cold, hard knot.

He thought of Professor Abernathy, always condescending, always dismissing his ideas. Mark imagined the man, his face a picture of bewildered outrage when the university's demise was announced. He began composing a scathing email, carefully choosing his words to inflict maximum pain. Each sentence was a tiny jab, each paragraph a slow, deliberate twist of the knife.

The air felt thick in the library. He could almost taste the fear, the desperation of the administration. He chuckled, a low, guttural sound that echoed in the otherwise silent space. Let them suffer. They'd earned it.

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