The laptop screen glared, reflecting Sarah’s pinched expression. Found it. The hidden Instagram account. "Sunshine_Goddess," really? She blew out a frustrated breath, the air whistling past her lips. Her daughter, Emily, the one who spent every waking moment glued to her phone, had a whole *other* online persona.

A headache began to throb behind Sarah’s eyes. She scrolled through the feed, each carefully curated photo a fresh jab to her already frayed nerves. Emily, beaming in front of a backdrop Sarah hadn't approved. Emily, laughing with friends Sarah had never met. Emily, seemingly having a life she wasn't privy to.

She slammed the laptop shut, the sudden click echoing in the otherwise silent house. The urge to march upstairs, to confront Emily right now, was almost unbearable. But she’d wait. She needed to cool down first, maybe have a cup of tea.

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