The air in the attic was thick and stagnant, carrying a faint scent of mildew and something else—something vaguely unsettling. She gripped the attic door's handle tighter, as if to keep the space from expanding. She found herself surrounded by forgotten relics. A dusty gramophone, a stack of old vinyl records, and a collection of antique tools she didn't know the purpose of.

“Great,” she said, her voice a strained whisper. She ran her hands through her hair, a gesture that conveyed her irritation. The thought of sorting through this mess, of figuring out what to keep and what to discard, was enough to make her head hurt. She slammed the door shut and went back downstairs.

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