"This is insane," she said to herself, her voice a low growl. The attic, usually a place of potential, now felt like a punishment. She had hoped to find space for her craft supplies. Instead, she was met with a chaotic mess of discarded belongings.

She picked up a chipped porcelain doll. Its painted face was cracked and faded, a stark symbol of neglect. The sight of it made her stomach clench.

She kicked at a box labeled "Family Photos," her toe connecting with the cardboard with a resounding thud. It wasn't the box's fault, of course. It was just the culmination of a day that was starting to feel like a personal attack. She slumped against a dusty trunk, the weight of the situation pressing down on her.

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