He tugged at the attic door, the wood resisting his efforts. Finally, with a loud POP, it sprung open, releasing a wave of hot, stale air that smelled of dust and decay. He squinted into the gloom. He wanted to get this done.

He’d imagined a clean slate. A blank canvas. Instead, there was a mountain of junk. He let out a long breath, a sound that was more a frustrated sigh.

He began sifting through the detritus, tossing aside items that were obviously useless. A collection of old newspapers, a broken rocking horse, a stack of chipped plates. "Seriously?" he muttered, his voice tight. It was a joke.

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