She squinted at the letter, holding it at arm's length. The flimsy paper seemed to vibrate with bad news. "Important Information Regarding Your Tenancy," it began, with an ominous tone. The building, her haven for the last decade, was being gutted.

She sighed, a sound that seemed to carry the weight of the world. Her shoulders slumped. The thought of finding a new place, the packing, the moving – it was too much.

She wandered into the living room, running a hand along the worn armrest of her sofa. She'd painstakingly chosen every piece of furniture, every painting. Each item held a memory. Now? Gone. She felt a knot tighten in her stomach, a physical manifestation of her mounting dread.

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