The air in the spare bedroom was stifling, heavy with the scent of old paper and the ghosts of forgotten projects. I slumped onto the floor, surrounded by piles of artwork, essays, and tests. My mom, bless her heart, had kept everything. *Everything*.

My fingers traced the lines of a clumsy drawing, a crudely rendered self-portrait. A wave of heat washed over me. I felt a stinging sensation in my eyes, a peculiar pressure behind my eyelids. I was supposed to be decluttering, but I’d only felt worse.

I kicked a box across the floor, the sound echoing in the silence. It was all just too much. I needed to get away.

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