The constant ringing of the phones in the customer service department hammered at Clara’s skull. She wanted to rip the headset off and throw it across the room. She’d been enjoying her time in human resources, and now she was stuck in this noisy hellhole, dealing with the daily avalanche of complaints. She took a deep breath, trying to calm herself. It didn't work.

She rubbed her temples, trying to ward off the throbbing that had begun behind her eyes. The first call of the day was already a nightmare. A woman was screaming about a broken toaster, and Clara could practically taste the burnt toast in her mouth. She had to stay calm. She forced a smile and asked the customer to repeat her order number.

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