The air conditioning hummed, a monotonous drone that did little to soothe Eleanor’s rising panic. She glanced at the clock on the wall for the tenth time in as many minutes. Twenty-seven minutes until her appointment. With *Mark.* The boy who used to make her cry every single day. The same boy now claiming to be a healer of minds.

She fidgeted with the hem of her skirt. Her jaw ached from clenching it so tightly. She wanted to scream at the injustice of it all. She felt a wave of nausea wash over her. It was a joke, a cosmic prank.

Finally, the door opened. A nurse called her name. Eleanor took a deep breath, trying to calm herself, and walked towards the door.

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