The chipped mug slammed onto the kitchen counter, nearly sending the overflowing coffee sloshing over the rim. Rain lashed against the windowpane, mirroring the tempest brewing inside Amelia. A lawyer, a phone call, a DNA test – all leading to this. *Another* family member? After her mother's endless cycles of drama? Amelia raked a hand through her already messy bun. The thought of adding a half-sibling to the already chaotic tapestry of her life made her stomach churn.

“I can’t *believe* this,” she muttered, more to the empty kitchen than to herself. It felt like the universe was deliberately conspiring to make her life more complicated. She grabbed her phone, the screen already smeared with fingerprints, and scrolled through the endless contacts. The only people she actually *liked* were safely tucked away, living quiet lives.

She slammed her fist on the table.

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