The tiny, cramped car felt like a pressure cooker. Sarah gripped the steering wheel so tightly her knuckles were white. Opposite her, Emily was happily singing along to some upbeat pop song, completely unconcerned with the simmering tension that was practically vibrating in the air. The subject of their argument? The disastrous camping trip they took in college.

"And then you tripped over that root and spilled all the spaghetti sauce! Remember how we laughed?" Emily chirped, her voice light and airy.

Sarah closed her eyes for a brief moment. Laughter? There had been none. She remembered the torrential downpour, the soggy tents, the complete and utter lack of dry firewood. She remembered the shivering misery, the endless hours of trying to light a fire. She remembered the biting bugs. "Emily, it was a catastrophe. A complete, unmitigated disaster. And yes, I did spill the sauce but…"

"But what? It was funny! We had so much fun!" Emily insisted, her smile unwavering.

Sarah shook her head. Fun? It felt like a fever dream now. She gripped the steering wheel tighter, the engine of the car the only sound.

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