The discovery left a bitter taste in her mouth. She'd confided in that journal, entrusted it with her secrets. And her roommate, Alex, had… The thought made her want to vomit. She saw the tell-tale book open on the bed and her hands began to shake.

She turned to face Alex, who was casually scrolling through his phone. "Did you read my journal?" she asked, her voice strained. Alex paused, his eyes flicking up to meet hers, a flicker of apprehension crossing his face.

She felt a sudden, overwhelming urge to break something, to shatter the complacency in the room. She turned away, her vision blurring, and walked to the window, needing to breathe, needing to escape the suffocating atmosphere. She looked out at the world, feeling the weight of the betrayal pressing down on her.

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