The empty desk felt like an insult. Empty, like the future he'd envisioned. Emily sat heavily, staring at the space where her mentor, Dr. Ramirez, had once held court. Her fingers traced the outline of a coffee stain on the desk, a ghost of a shared morning. She pulled out a drawer and slammed it shut, the sharp noise echoing in the quiet office. How could he just abandon her like this? She’d trusted him, relied on him. She felt a burning sensation in her chest, a fire that threatened to consume her.

Emotion: mad

Cluster: Anger / Hostility
PC1 (Valence): -1.94 Negative
PC2 (Disposition): 1.26

Role in Research

This story is one of 1,000 stories generated for the emotion mad. 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 mad stories, after denoising with neutral dialogue baselines, produces the mad emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the mad vector is projected through the unembedding matrix.

Promoted:
C0.448
0.344
est0.340
🤬0.336
aggravated0.332
Suppressed:
a-0.495
de-0.485
la-0.387
H-0.344
latter-0.290