The attic air hung thick and heavy, dust motes dancing in the single shaft of sunlight. Amelia swiped a hand across her forehead, smearing grime across her cheek. Another box. Another promise of forgotten treasures and family history. Instead, it was always the same: moth-eaten textiles, chipped porcelain dolls, and a lingering scent of decay. She tugged at the cardboard flaps, her jaw clenching.

A photo album, bound in cracked leather, lay nestled at the bottom. She flipped it open, the brittle pages whispering secrets. On the first page, her grandmother, a woman she’d always known as prim and proper, stood in a flapper dress, laughing hysterically with a man who was most certainly *not* her grandfather. Amelia’s breath hitched.

“This… this can’t be right,” she muttered, her voice tight. The carefully constructed narrative of her family – the quiet dignity, the unwavering loyalty – felt like it was crumbling into dust before her eyes. The heat in her chest intensified.

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