The accusation felt like a physical blow. Sarah slammed her laptop shut, the metallic clang echoing in the otherwise silent dorm room. Her hands, balled into fists, trembled slightly. This was ridiculous. Hours she'd poured into that research paper, fueled by lukewarm coffee and sheer determination. Now this.

She dragged a hand through her already messy hair, leaving it standing on end. The email from Professor Davies was cold, clipped, the accusations thinly veiled. She wanted to scream, to lash out, but the words caught in her throat. Instead, she rose and began pacing, her bare feet slapping against the cold floorboards.

Her phone buzzed with a notification. It was Liam, her boyfriend, asking if she was free to grab dinner. She stared at the screen, the cheerful message somehow amplified her current feeling of unrest. “No,” she muttered under her breath. “No, I’m not.” The thought of social interaction, of feigning normalcy, felt utterly impossible.

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