The setting sun cast long shadows across the beach as they sat side-by-side, staring at the waves. They were talking about the summer they spent working at the seaside resort, an experience that had bonded them together. At least, that's what he had thought. Now, listening to her, the whole shared period felt like a fiction.

"It was the best summer ever, wasn't it?" Chloe said, her voice filled with a warmth that seemed to mock the current chill in the air. "We met so many interesting people. The parties were amazing."

John watched the water lap at the shore, listening to the words, the tone of the voice. "Remember the time we both got fired? The boss was furious at both of us."

Chloe tilted her head, her expression questioning. "Fired? I don't remember that, I think maybe you got a warning. I got a raise."

John felt his chest tighten. She was changing the story, and it made him angry, because he knew that she was wrong. He stood up, shoving his hands into his pockets. "I'm going to go. It was a waste of time." He walked away, not looking back.

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