“We’ll get a good price for it,” my brother, Mark, kept repeating, his voice a monotonous drone. He kept walking in circles, his usual boundless energy replaced with a feverish intensity. He was talking about my grandmother’s diamond ring.

I leaned against the kitchen counter, my arms crossed tightly. The familiar smell of coffee, usually comforting, now seemed to assault my senses.

Each time he spoke of the ring, a sharp pain stabbed at my temples. I wanted to escape, I wanted to shout at him, but I said nothing.

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