The clatter of dishes in the sink echoed through the quiet house. David leaned against the kitchen counter, arms crossed, watching his mother. She was humming, her back to him, scrubbing a pan with unnecessary vigor. "Mom, can we talk about the laundry schedule?" he asked, his voice deliberately neutral.

Her shoulders stiffened slightly. "What about it, dear?" she replied without turning. He had already found his favourite shirts washed with the wrong detergent. The house felt like a minefield of small irritations. He felt a throbbing sensation in his temples. He needed to get out, he needed some space, and quick.

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