He wrestled with the attic door, the old wood resisting his efforts. He finally managed to shove it open, revealing a dark, musty space. He wasn’t in the mood.

The attic was crammed with forgotten items. Old furniture, dusty boxes, and piles of who-knew-what. He ran a hand through his hair, already feeling the unwelcome heat of the space.

He kicked at a particularly large box, the cardboard giving way to reveal a jumble of broken toys and forgotten trinkets. "Wonderful," he said under his breath, his voice flat and devoid of emotion. He was late for a movie.

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