The air in the storage unit was stale and stagnant, clinging to Amelia's skin like a shroud. Another item, another memory. She dragged a box out, the cardboard threatening to disintegrate under her grip. Why did she have to do this? She wanted to be anywhere else. She wanted to be done.

She found the letter tucked away in a folder labeled "Important Documents." Her mother's signature on the letter felt like a slap in the face. The details, the petty grievances, the thinly veiled accusations. Amelia felt her pulse quicken.

She re-read the last paragraph. It was a thinly veiled threat of a lawsuit. She exhaled loudly. Her mother never could let things go. Amelia wanted to scream. She crumpled the letter in her hand, then, with a sigh, smoothed it out again. She needed to focus on the task at hand. She would be done with this soon.

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