The lightbulb in the attic flickered ominously, casting dancing shadows across the cluttered space. It was worse than she'd imagined. A mountain of old toys, broken lamps, and tattered furniture dominated the scene.

She grabbed a dusty doll, its painted face cracked and peeling. "Why," she muttered under her breath, her voice tight with exasperation. "Why would anyone leave this?"

Her chest felt tight, her breathing shallow. She hated waste. She hated clutter. She hated that she now had to deal with this. The urge to just walk away, and slam the door, was almost overpowering.

Emotion: irate

Cluster: Anger / Hostility
PC1 (Valence): -1.67 Negative
PC2 (Disposition): 1.45

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.430
🤬0.350
aggravated0.343
0.340
0.331
Suppressed:
H-0.292
soon-0.289
☺️-0.289
optimistic-0.258
latter-0.253