The peeling wallpaper seemed to mock him, the garish floral pattern an assault on his senses. He slammed the attic door shut, the sound echoing in the cavernous space. The heat was stifling, the dust a gritty film on his skin. This whole inheritance thing was a joke.

He kicked a discarded trunk, the old wood groaning in response. He thought about the mountain bike ride he’d been planning, the crisp autumn air he'd envisioned. All gone, sacrificed to this mausoleum. "Unbelievable," he muttered, his voice tight.

His sister, Emily, stuck her head in the attic, her face flushed with excitement. "Look what I found! A vintage hatbox!" He just wanted to scream.

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