The phone slammed down, the receiver practically bouncing off the desk. John ran a hand through his already disheveled hair. He'd just endured another round of pointless meetings, filled with empty promises and unfulfilled expectations. The pressure in his chest felt like a vise, squeezing the air from his lungs. "This is beyond a joke," he snarled under his breath. He saw Lisa, the new intern, laughing with someone at the water cooler. That laughter, so light and free, grated on his already raw nerves. "Hey," he called out, his voice sharp and brittle. "Did you just…sing the 'Canoe Song'?"

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