The sunlight streaming through the window seemed to be mocking Clara as she sifted through the boxes. Sweat beaded on her forehead. The air was stifling, the attic a furnace of nostalgia and dust. She just wanted to be finished.

Each assignment, each test, each scribbled note, was a fresh wave of annoyance. Why would her mother keep this stuff? It was embarrassing. A math test with red pen corrections. A book report on a book she couldn't even remember reading.

A sharp, almost physical, ache pulsed in her temples. She let the stack of papers drop back into the box with a loud thud. "This is ridiculous," she muttered to herself.

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