The children had been napping, finally. Now, the peace was shattered. Emily buried her face in her hands, her shoulders slumping. The thud of the hammer felt like a physical blow. The baby would wake up, the toddler would start his tantrums, and her already fraying nerves would snap.

She considered calling the police. It seemed like an overreaction, but the feeling of utter helplessness was overwhelming. She got up, went into the kitchen, and made herself a strong cup of coffee, the aroma offering little solace.

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