The basement felt colder than usual. David surveyed the organized chaos of his mother's meticulous archiving. Boxes labeled "Elementary School," "Middle School," and "High School" lined the walls. Each one a testament to his mother’s dedication, and a source of mounting internal pressure.

He picked up a science project he’d completely forgotten about: a volcano made of papier-mâché, erupting with baking soda and vinegar. The thought of all the effort she put into saving this stuff made a tightness grip his chest. He felt suffocated by the weight of all the memories she’d preserved.

He let out a long sigh, running a hand over his face. He'd come down here seeking some clarity, but instead, he felt more confused than ever. He abruptly turned and walked out, leaving the boxes undisturbed.

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