I was planting the bulbs, preparing for spring. The cool earth felt good against my hands, the promise of flowers a welcome relief from the winter blues. Then, a shadow fell across the garden. A large, slobbering shadow.

It was Champ, the Saint Bernard. He was already investigating my carefully laid-out planting scheme. I stood up, slowly, my back protesting with a sharp twinge.

I didn’t say anything. I just stared at the dog, a cold stillness washing over me. I wanted to be alone with my garden. It was the only place I had peace.

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