The silence. That's what I craved. A peaceful afternoon, reading a book on the porch swing. It was the only thing I looked forward to after a long day at work. Instead, I heard the jingle of a collar.

Rover, the perpetually wandering Labrador, was back. He was sitting in my flowerbed, happily digging at the roots of my prize winning peonies.

My face felt hot. My shoulders slumped. I muttered under my breath, my voice low and laced with a weariness I hadn't realized I possessed. This again.

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