He slammed the door, the force of it rattling the pictures on the hallway wall. A headache blossomed behind her eyes. *Again*. This was the third time this week, all stemming from the same argument: their dwindling retirement funds. She'd been on the verge of a breakdown, she felt like she was trapped in a cage. Now? She felt a slow burn of frustration begin in her stomach.

He'd sworn, cross his heart, they were scraping by. Barely making ends meet. The bills were piling up, the threats from the bank were increasing and now… this.

She went to the kitchen, seeking the cold comfort of the tiled floor. On the fridge, a handwritten grocery list. Flour, milk, eggs. Standard. Tacked beneath it, a bank statement, partially obscured by a magnet shaped like a smiling avocado. "The Savings Account of Mr. Theodore Davies." Oh, really?

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