The sunlight was blinding as Amelia peered at the mail. The glare bounced off the shiny, generic birthday card. She blinked, squinting, a frown etching itself onto her face. The lack of a signature was a blatant disrespect. She took a deep breath, trying to control the flutter in her chest.

She had been having a perfectly lovely morning, sipping her chamomile tea, reading a book. Now this. She felt her muscles tense.

She tucked the card under her arm and resumed her walk to the kitchen, leaving the rest of the mail on the doormat. She would have to figure out who sent it later. But first, she needed another cup of tea. And maybe a cookie.

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