The doorbell rang. Again. Ben dropped the remote onto the sofa with a thump. He knew who it was: his mother, bearing a casserole. "Coming!" he yelled, the word already feeling strangled in his throat. He’d only been back a week, and the parade of well-meaning neighbors and relatives, all eager to offer sympathy and advice, was relentless.

He opened the door and braced himself, pasting on a smile. "Hi, Mom. What's that?" He really just wanted to be left alone to nurse his wounds and lick his wounds in peace, but the constant attention was suffocating. The air felt thick, the walls of the house closing in. It felt impossible to breathe sometimes.

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