The postman was gone, just like that, as if he’d delivered nothing more than a casual joke. Liam’s hand tightened around the handle of his overflowing trash can. He’d been expecting an important document, and all he'd found was the usual junk. Then, beneath the flyers and coupons, a vibrant birthday card. Unsigned.

He wanted to scream. He wanted to throw the whole lot into the street. Instead, he just stood there, the weight of the trash can suddenly feeling unbearable.

He stomped back to his apartment, the card clutched in his sweaty hand. He tossed the card onto the counter. He decided he wouldn’t open it.

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