Her jaw ached. Sarah clenched it, fighting the urge to grind her teeth to dust. She’d rehearsed this meeting a hundred times in her head, envisioned it playing out perfectly. A joyous reunion, laughter, shared memories. Instead, Michael – *Michael* - regarded her with a mild curiosity, like she was an obscure exhibit at the zoo. "Sorry," he’d said, a casual shrug accompanying the words. "Doesn't ring any bells."

The vein in her temple throbbed. She felt a burning pressure behind her eyes, the insistent thrum of a headache beginning to form. She wanted to grab his shoulders and shake him until his brain rattled back into place. That was ridiculous. She leaned back, feigning a relaxed pose. “Right,” she managed, her voice tight. “Well, it was a long time ago, I guess.” She picked up her bag, her knuckles white around the strap. Time to leave, before she lost it entirely.

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