The flyer slipped from her fingers, fluttering to the chipped linoleum. Sarah stared at it, the bold font of “NEW BEGINNINGS!” mocking her. Across the kitchen table, Liam was beaming, radiating that infuriating bliss of a fresh start. She rubbed her temples. The move wasn't for months, yet the mere thought of him gone already made her head throb. "So, you're really leaving?" she finally managed, her voice tight. He nodded, gesturing expansively with a half-eaten bagel. She wanted to throw a plate.

He didn't see the problem. "Think of all the possibilities!" he chirped, oblivious. She, on the other hand, was calculating how many bus rides it would take to visit him, then how many hours of work it would require. The logistical nightmare swirled in her mind.

The silence grew thick. "Well," Liam said tentatively, "I figured you'd be happy for me." He looked confused, like she was the one ruining the party.

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