The scent of grilled burgers was in the air, a tantalizing aroma that promised a perfect evening. Then, the familiar thump of a large dog against the gate and the sound of it being pushed open. I wanted to scream.

This time, it was a boxer, belonging to the new neighbors. They'd only moved in a month ago, and already, I was beginning to dread seeing them. Their dog, Brutus, was currently making a beeline for my prized barbecue pit.

I stomped across the lawn, my steps heavy. I didn’t even bother yelling, my voice was already too tight. “Brutus! Get out of here!” I managed to blurt out.

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