"Unbelievable," Maya muttered, the word a mere breath. The plumber had just left, after a fruitless attempt to fix the ancient pipes. The bill was exorbitant. The house was falling apart around her, and she felt like she was the only one holding it together.

She'd poured her savings into this "dream home," but so far, it had been nothing but a nightmare. She rubbed her temples, trying to ward off a headache. Everything seemed to be piling up all at once.

She ran her hand along the wall in the hallway, as if to calm herself. Her fingers brushed against something cold and metallic. A section of the wall sprung open, revealing a hidden staircase.

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