The key scraped harshly in the lock, a sound that grated on David’s nerves. He hadn’t been back here in years, and the house had been empty for even longer. He inhaled, trying to quell the sudden rush of heat that flooded his face.

The air inside was thick with dust and the ghosts of forgotten scents. He walked through the echoing rooms, each step a reluctant echo of the past. He ran his hand along the peeling wallpaper in the hallway, the rough texture catching at his skin. Why did he even bother coming back?

He had promised his sister he would clear out his stuff before the wrecking ball came. He was sick of this. He threw a box of old photographs onto the floor and kicked it.

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