The slam of the mailbox against its post echoed down the quiet street, a sharp punctuation mark on the morning. Amelia snatched the mail, already picturing the bills. Another week, another round of demands. Then, nestled amongst the usual junk, a card. Plain, cream-colored, with a generic "Happy Birthday" embossed on the front. No name. Her jaw clenched.

She ripped it open, the paper tearing raggedly. Inside, nothing but a cheerful pre-printed message. Irritation coiled in her stomach, a tight knot she couldn't quite loosen. Who? Why? What was the point of a nameless acknowledgement?

Amelia crumpled the card, the paper crackling in her tight fist. She marched back towards her house, the discarded card now a useless weight in her hand, the sun suddenly too bright.

Emotion: frustrated

Cluster: Anger / Hostility
PC1 (Valence): -1.56 Negative
PC2 (Disposition): 0.64

Role in Research

This story is one of 1,000 stories generated for the emotion frustrated. 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 frustrated stories, after denoising with neutral dialogue baselines, produces the frustrated emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the frustrated vector is projected through the unembedding matrix.

Promoted:
S0.344
P0.302
exasper0.257
aggravated0.254
que0.252
Suppressed:
unfolding-0.242
otre-0.226
latter-0.220
☺️-0.216
soon-0.212