The flickering fluorescent lights of the support group meeting buzzed in a way that grated on Marcus’s nerves. He hadn’t wanted to come, didn't want to share his story, but his wife had insisted. He felt like his body was held together by glue.

He sat rigid in his chair, avoiding eye contact with the circle of faces before him. They were all strangers, yet he knew, in a way he couldn't explain, that they understood. He watched as the woman across from him fidgeted. She was constantly running her hand over her hair and her nails, her fingers tapping a nervous rhythm on the table.

Then, the speaker announced the subject of the meeting. Marcus found himself staring at the woman, and then at the speaker. The revelation settled over him like a suffocating blanket.

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