The musty air of the house clung to Amelia like a shroud. She ripped another cobweb from her face, sighing dramatically. Her brother, Leo, hummed cheerfully as he poked around the kitchen, probably finding some ancient, moldy snack. The legal paperwork, the endless phone calls, the goddamn *estate sale* – it was all too much. All she wanted was to be back in her own apartment, away from the ghosts of her grandmother's floral wallpaper and the feeling of everything being so utterly, unbearably *slow*.

"Leo," she snapped, "are you *actually* going to stand there and stare at that fridge all day, or are you going to help me haul this hideous armchair down the stairs?"

His only response was a vague grunt. The rhythmic squeak of his sneaker against the worn linoleum sent a jolt of annoyance through her.

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