The notification popped up: "Mark Harrison sent you a friend request." Amelia almost choked on her coffee. She slammed the mug down on the counter, a wave of heat blooming in her chest. Mark Harrison? The kid who’d once tripped her in the school hallway, sending her books and dignity sprawling? She scrolled through his profile – a picture of him grinning, holding a fishing rod, captioned "Living the dream!" *Living the dream, huh?* she thought, a sneer twisting her lips.

Amelia huffed a breath, then clicked the 'X' to close the tab. She paced her small kitchen, the wooden floorboards groaning under her feet. Her hands clenched and unclenched. Why now, after all these years? She tossed a dish towel over her shoulder, the sudden movement nearly knocking a vase off the windowsill.

Emotion: irritated

Cluster: Anger / Hostility
PC1 (Valence): -0.86 Negative
PC2 (Disposition): 1.07

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
l0.370
S0.282
P0.264
😠0.248
aggravated0.233
Suppressed:
own-0.300
joyful-0.211
joyous-0.207
खोले-0.206
newfound-0.205