A wave of heat washed over Liam as he stared at the overflowing boxes in the garage. His sister, Fiona, was inside, trying on her grandmother’s old jewelry, clearly lost in a world of sentimental memories. He, on the other hand, was battling the sweltering heat and the relentless insects, trying to sort through decades of accumulated junk. Every item he touched felt heavy with the weight of her absence.

"Fiona!" he yelled, his voice strained. "Are you going to at least *try* to assist me, or are you just going to play dress-up all day?"

A muffled giggle was his response. He slammed the garage door shut, the sound a resounding echo in the stagnant air.

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