The photograph of Emily stared back at him from the frame on his desk. David’s hand tightened into a fist. He felt a familiar heat rising in his neck. He'd poured his heart out to her for years, confided in her about his dreams, his struggles. She’d always listened, offering supportive words, offering advice. She'd painted this picture of herself as a social worker, advocating for others. Now, finding out her job was actually… a *waitress* left a bitter taste in his mouth.

He took a shaky breath, the air in his small apartment feeling thin. The image of Emily, smiling and full of compassion, suddenly felt like a cruel joke. He picked up the frame, then put it back down, letting out a frustrated sigh.

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