The engine whined as Maya fumbled with the key, a familiar sound that usually sparked a sense of freedom. Today, it just intensified the pressure building behind her eyes. *Come on, come on,* she muttered, twisting the key again. Nothing. A knot formed in her stomach. That tow truck, the one with the predatory hook, was positioned right outside her gate. Her gaze flickered to the "No Parking" sign, which, miraculously, wasn't visible from the road.

Her boots crunched on the gravel as she stormed towards the gate. The driver, a mountain of a man with a bored expression, leaned against the cab. “What’s the problem?” she snapped, her voice sharper than she intended. He just pointed a thick finger at the sign, a tiny, almost invisible thing on the post.

She jammed her hands on her hips, the sudden movement causing her back to ache. This was absurd! She owned the damn property. Now she had to call a tow truck to get her car back? It felt like the world was deliberately conspiring against her getting to that doctor's appointment.

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