The chipped paint on the front door was the first thing that greeted David. He stared at it, the peeling layers a testament to years of neglect. He shoved the key into the lock, the mechanism resisting with a grinding protest. It took a few tries, each failure a fresh jab. He finally wrenched the door open, the hinges screaming in protest. Inside, the house was a monument to his grandmother’s penchant for collecting… well, everything. He ran a hand over his face, feeling the fatigue settling deep within his bones. He pictured the clean, minimalist apartment he'd just left, and a sigh escaped his lips.

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