He’d taken the test to placate his wife. Now, staring at the results on his phone, Mark wanted to break something. His jaw clenched, muscles in his neck standing out like cords. The screen blurred before his eyes. He slammed the phone onto the kitchen counter.

"What is it, honey?" His wife, Sarah, entered the kitchen, a concerned frown creasing her forehead.

Mark rounded on her, his voice a low growl. "Where are they? Where are my parents? You *knew*, didn't you?"

Sarah recoiled slightly, her eyes widening. "Mark, I…"

He didn’t let her finish. "Don't you dare pretend like you don't understand." He swept a stack of mail off the counter, papers scattering across the linoleum floor. The rage bubbled up, a scorching heat that threatened to consume him. He wanted to scream.

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