The car ride back from their grandfather's estate was torture. The air conditioner was on, but it seemed to blow hot air, matching the heat radiating from Liam. His sister, Chloe, was practically bouncing in the seat, already talking about the diamond ring.

“It could pay off my student loans!” Chloe exclaimed, her voice buzzing with excitement. Liam stared out the window, the passing scenery a blur.

He knew his grandfather would have hated this – the rush to sell off his things. He gripped the steering wheel so hard his knuckles were white. “Maybe we should just think about it,” he mumbled, trying to keep his voice level. He wanted this conversation to end.

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