A vein throbbed in Michael’s forehead as he stared at the screen. His father’s retirement party, a milestone he’d promised to attend, was undoubtedly in full swing. He'd rehearsed his speech, purchased a ridiculous tie with tiny golf clubs on it – all wasted. He kicked a discarded water bottle across the floor.

He imagined his dad, beaming, surrounded by loved ones, and then a wave of pure, hot anger washed over him. He started pacing, his footsteps heavy and uneven on the polished floor. The incessant announcements, each one a fresh assault on his already frayed nerves, grated on him.

He muttered under his breath, a string of increasingly colourful curses directed at the airline, the weather, and the universe in general. He pulled out his phone, ready to call his sister, wanting to vent but knowing it wouldn't help.

Emotion: furious

Cluster: Anger / Hostility
PC1 (Valence): -2.01 Negative
PC2 (Disposition): 1.23

Role in Research

This story is one of 1,000 stories generated for the emotion furious. 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 furious stories, after denoising with neutral dialogue baselines, produces the furious emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the furious vector is projected through the unembedding matrix.

Promoted:
C0.461
0.376
🤬0.338
aggravated0.313
est0.304
Suppressed:
a-0.356
de-0.334
L-0.308
H-0.301
adventurous-0.256