The moving van had finally departed, leaving Amelia surrounded by a sea of cardboard boxes and a house that felt both massive and empty. Sunlight sliced through the dust motes dancing in the air, illuminating the chaos. "This is just great," she muttered, kicking at a stray roll of packing tape. The first box, labeled "Kitchen Essentials," yielded mostly chipped mugs and a single, lonely spatula. She wanted to scream.

She stalked through the living room, her jaw clenched, muttering about the ineptitude of the movers. The wallpaper, a hideous floral pattern she hated, seemed to mock her. She yanked at the baseboards near the fireplace, attempting to dislodge a particularly stubborn piece. Then, her fingers brushed against something unexpected. A faint give.

A panel slid inward, revealing a small, dark room. Amelia felt her pulse quicken, not from excitement, but a raw, impatient energy that thrummed through her. This house, this move, this mess…it all needed to be done *now*.

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