He stared at the congratulatory card, the words a mockery. His hands were shaking so badly he could barely hold it. He’d invested everything, every late night, every cancelled weekend, every ounce of his energy into this company. All for what? To be overlooked. Again.

He crumpled the card into a ball. The paper crackled loudly in the quiet office. He wanted to shout, to make them understand the injustice of it all.

Instead, he took a deep, shuddering breath and walked to the water cooler, forcing a smile onto his face as he passed his newly promoted colleague.

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