Sarah slumped against the overflowing bookshelf in her childhood bedroom, a sigh escaping her lips. Her mother, bless her heart, had deemed her entire academic career worthy of preservation. The musty scent of aged paper filled the air. "Don't you want to see your old report cards, sweetie?" her mom had chirped, handing over the first box.

Each item felt like a tiny paper cut against her soul.

She picked up a handwritten story she'd written in fourth grade about a princess who could talk to squirrels. She tossed the story back in the box and wanted to bury her face in her hands.

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