The heat in the attic was oppressive, making her clothes cling to her skin. She fanned herself with a piece of cardboard, her breath coming in short, shallow gasps. A collection of outdated lamps, their shades brittle and yellowed, crowded the space. "Ugh!" she exclaimed, her voice cracking.

She kicked at a box, sending a cloud of dust into the air. Inside, she found a collection of old photographs. Smiling faces stared back at her, their lives a mystery. She picked up one, a picture of a couple standing on a beach. She tossed it back into the box with a sigh. She had hoped for some clear space up here.

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