The shared apartment felt suddenly cramped, oppressive. The news hung in the air, a thick, suffocating cloud. Liam, her best friend, was moving to another state. A wave of heat washed over her, making her skin prickle. She felt a tightness in her chest, a physical ache that intensified with every passing second.

She walked towards the window, the world outside blurred by unshed tears. "So, you're leaving me behind?" she asked, her voice barely a whisper. The question wasn't a question, but a lament.

Liam attempted to comfort her, placing a hand on her shoulder, but she flinched away from the touch. She needed space, distance, to process this betrayal. She turned away and walked into her bedroom. The door closed with a loud thud that echoed in the suddenly empty apartment.

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