"We just can't afford it," he'd said, his voice tight. “We’ll have to cut back.” He was talking about their daughter’s college fund. She had heard those words for years. The constant refrain of scarcity, of belt-tightening.

She sat at the kitchen table, staring at the paperwork spread before her. Trying, for the millionth time, to make the numbers work. She was exhausted.

She’d found it this morning, hidden in the back of his safe: a bankbook. In his name only. The balance was enough to pay for several years of tuition. She felt a profound sense of… what *was* this feeling? A physical ache.

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