The air in the room felt thick, heavy, unbreathable. Maya kicked at the discarded clothes near her bed, the movement jerky and uncontrolled. The corner of her journal was visible, peeking out from under a stack of textbooks. She remembered leaving it tucked inside the drawer.

Her jaw ached from clenching. She forced herself to breathe deeply, inhaling the stale air. Her roommate, Jessica, was sitting at her desk, humming a cheerful tune. Maya wanted to scream.

"Did you take anything out of my drawer?" Maya asked, her voice dangerously low.

Jessica paused her humming and shrugged. "No. Why?"

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