He felt his teeth grinding. The casual suggestion, delivered with a smile, was nothing short of an insult. The man wanted him to cut down the tree, *his* tree, the one that had been there longer than both of them.

He took a long swallow of his coffee, the bitter liquid doing little to soothe the building pressure in his chest. He was tired of this. Tired of all of it.

He slammed his mug down on the counter. The sound echoed in the quiet kitchen. He had a meeting to prepare for, the car needed washing, and now this. A cold wave rolled over him.

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