He slumped onto the cracked leather of the bus seat, the weight of the rejection letter feeling heavier than any physical burden. The air conditioning wheezed, doing little to combat the oppressive heat. David stared out the window at the blurred cityscape, his gaze unfocused. He’d envisioned the self-cleaning dog collar as his ticket out of his dead-end job, a chance to finally pursue his passions. Now, the dream felt tarnished, tainted. He pictured the sleek, expensive prototype he’d painstakingly crafted, now useless. He closed his eyes, a muscle in his cheek twitching. He 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