The cardboard box sat on the welcome mat, a mocking beacon of someone else's life. He kicked at it, the toe of his slipper making a dull thud. Honestly, how many times? He’d only been in the apartment for three months, and already this had become a weekly ordeal.

He snatched the package, the brown paper feeling flimsy in his grip. The address was clear, bold print, and as expected, the name wasn't his. He muttered under his breath, picturing the previous tenant, a person he'd never met but now thoroughly resented.

He dragged the box inside, slamming the door behind him. He needed his coffee, now.

Emotion: exasperated

Cluster: Anger / Hostility
PC1 (Valence): -0.99 Negative
PC2 (Disposition): 1.23

Role in Research

This story is one of 1,000 stories generated for the emotion exasperated. 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 exasperated stories, after denoising with neutral dialogue baselines, produces the exasperated emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the exasperated vector is projected through the unembedding matrix.

Promoted:
S0.435
l0.378
P0.331
que0.320
la0.269
Suppressed:
own-0.433
gradually-0.254
soon-0.248
unfolding-0.216
joyful-0.216