The smell of freshly cut grass filled the air, a scent that normally brought him peace. Not today. Today, it just added to the pressure. Mr. Davis, his perpetually cheerful neighbor, was standing at his gate, a clipboard in his hand. “Morning, Mark!” he boomed. “Great day, isn’t it?”

He forced a smile. "Sure is, Mr. Davis." He was already dreading the conversation.

Mr. Davis’s smile widened. “Now, about that sycamore. It’s blocking the sun on my new patio, you see.” He imagined the paperwork, the city’s endless bureaucracy. He felt a cold dread creep into his chest.

"I see," he said, the words barely a whisper. He wanted to go inside and never come out.

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