He leaned back in his chair, the office lights blurring around him. "The Baron's Birthday Cake," the headline screamed, and underneath, a picture of the perfect cake, looking exactly like his. The feeling that washed over him was a profound sense of loss. He had created that cake for his late wife, perfecting the recipe over many years.

He felt the familiar knot in his stomach. He blinked back tears, willing them not to fall. The sheer gall of it, the audacity of this "Baron" claiming credit for something so personal, so important. He stood up abruptly and began to collect his things, a sense of weary resignation settling over him. He needed to get out of the city.

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