The salt spray stung Finn's face, but he hardly noticed. He stalked the boardwalk, the wind whipping his jacket around him. He'd poured his heart into this, a trip down memory lane, a desperate attempt to reconnect. He'd pictured them, Anna and him, laughing, reliving their childhood adventures. Instead, she’d stared at him with those wide, uncomprehending eyes and, eventually, shrugged. "I just don't remember," she'd said.

He felt a knot of pure frustration tighten in his chest. Everything, the carefully chosen location, the rented bikes, the picnic basket he’d painstakingly packed, felt like a waste, a monument to his own naivety. He kicked a discarded soda can, sending it skittering across the wooden planks. The sea air tasted like ash.

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