The attic door, sticky with old paint, resisted his pull. He yanked, and with a protesting groan, it finally opened. The stale, heavy air of the attic hit him like a physical blow. He didn't have time for this.

He had expected a clear space. He had hoped for it. Instead, he was confronted with a haphazard collection of junk. He rubbed his temples. "This is just great," he said, his voice laced with annoyance.

He began to sift through the contents, his movements jerky and impatient. He found a rusted metal trunk. He tried to open it, but the lock was frozen shut. He slammed his fist against the lid, the sound echoing in the confined space.

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