The car keys clattered on the tiled floor as she threw her purse onto the hallway table. Another curveball. A half-brother? The sheer *impertinence* of it all. It was bad enough she felt completely adrift in her own life, let alone dealing with this. She should be at her pottery class, molding clay. Instead, she had to navigate this new situation.

She tugged at the collar of her sweater, feeling suddenly overheated. A wave of dizziness washed over her. She wanted to scream into a pillow, or better yet, throw something. She slumped onto the edge of the antique bench, the ornate carvings digging into her thighs, and just stared blankly at the wall. The world seemed to be closing in.

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