The aroma of linseed oil and turpentine clung to Eleanor's fingertips, even after washing them. She slammed the kitchen cupboard door a little harder than necessary. Another painting, another canvas, another encroachment on her personal space. Her daughter, Lily, had claimed the spare bedroom, the dining table, and now, apparently, her carefully curated collection of art supplies. Eleanor's own painting, abandoned mid-blossom, sat on an easel, gathering dust. A sigh escaped her lips as she noticed the new canvases crowding her own supplies. Each time she went to set up, it was a battle. She needed the supplies, and Lily would get in her way, wanting to "learn". It was beginning to feel like her sanctuary was a minefield.

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