Rain lashed against the windows of the community center, mirroring the storm brewing inside Chloe. She tapped her foot impatiently, the rhythmic sound echoing in the otherwise empty hall. She’d spent weeks preparing for this: the old photo album, the carefully chosen anecdotes, the emotional vulnerability she'd rarely allowed herself. Her childhood friend, Ben, was supposed to be here. He had said he remembered the reunion.

The door swung open, and a man strode in, his face etched with a look of, well, blankness. "Chloe?" he asked. She managed a strained smile. "Yes! Ben, it's so great to finally—" "I'm sorry, are you sure you have the right person? I've never lived here."

Her shoulders slumped. She wanted to scream. She had felt her chest tighten, and the muscles in her neck were rigid. A nervous giggle escaped her. This wasn't happening. This couldn’t be happening.

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