The pounding started again, the rhythmic thudding that had become the soundtrack to Eleanor's existence. She slammed her laptop shut, the abrupt action echoing the sharp pang in her temples. A sigh escaped her, a sound almost strangled in her throat. She rubbed her eyes, trying to ward off the throbbing headache that had become a constant companion since the hammering began next door. It was only 8:00 AM.

Eleanor rose from her chair, her jaw tight. She marched to the window, peering through the blinds at the chaos unfolding. Dust billowed from the neighbor's house, a hazy cloud that mirrored the fog of irritation settling in her mind. She clenched her fists, the nails digging into her palms. The sheer audacity of it all.

"Fine," she muttered under her breath, a bitter edge to her tone. She would go for a run. The peace and quiet of the park was calling. Maybe the distance could clear her head.

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