The sketches scattered across the desk felt like a personal insult. He ripped a crumpled drawing from the pile and threw it into the trash can. Weeks of work. Months even. He’d envisioned this architectural marvel, a sustainable eco-hotel that would redefine the skyline. Now, his vision was useless. He just wanted to destroy everything.

He paced the length of his small studio, his footsteps echoing in the silence. The meeting was in an hour, and he knew what they would say. He’d seen the plans of the other firm. The audacity of it! The identical layout, the same commitment to natural light, the same focus on renewable energy. His hands curled into fists, and he clenched his teeth, trying to contain the rage bubbling inside of him.

He picked up his phone and called his partner, his voice tight. "We need to talk," he managed.

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