It had been a tough year. A job loss, a house repair, a mountain of unexpected bills. She'd been the one juggling everything, stretching their meager resources until they threatened to snap. She had been exhausted. The weight of it all was crushing.

Now, she was in the process of cataloging important documents and decided to look through his desk. There, tucked away in a locked box, was a small black notebook. Inside, a list of assets. A list she’d never known about, a list that mocked her efforts and her sacrifices.

She slammed the box shut, the sound echoing in the empty room.

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