He ran a hand through his already dishevelled hair. Another useless bauble. Another heirloom that belonged in a museum, not in his cluttered apartment. Daniel scowled at the ornate, gold-plated letter opener that had just been handed to him by the solicitor. His sister, Clara, got the beachfront property in Malibu. He got… this.

His stomach clenched. He could feel a headache building behind his eyes. He'd been looking forward to this meeting for so long, and now this was it. All this fuss for nothing. He tapped the letter opener impatiently against the mahogany table. It left little scratches.

“Is that it?” he barked, his voice sharper than he intended. The solicitor, a thin man with a nervous tic, flinched. Daniel wanted to scream. He'd poured his heart and soul into their grandmother’s care for years, and now he was getting a silly letter opener? He wanted to throw it. But he didn't. He took a deep, shaky breath, and smiled, tight as a drum.

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