The afternoon sun cast long shadows across the room, highlighting the dust motes swirling in the air. Chloe slammed the trunk shut, the sound echoing in the silence. The list sat on top, a cruel reminder. Her sister, a woman who meticulously planned her life down to the minute, had a bucket list full of spontaneity. "Go bungee jumping." "Run a marathon." Chloe’s knuckles were white as she gripped the list.

She let out a frustrated sound, a puff of air escaping her lungs. This was going to be an ordeal. An enormous ordeal. She rubbed her eyes.

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