The news hit her like a punch to the gut. The air seemed to compress around her, making it difficult to breathe. Her hands began to tremble. Her carefully constructed plans, the theme, the venue, the guest list, everything, suddenly felt fragile, vulnerable. Her sister, Lily, throwing a party on the same night! It felt like a deliberate act of spite.

She turned away from her reflection in the bathroom mirror, unable to meet her own eyes. The thought of Lily trying to outshine her sent a fresh wave of heat coursing through her. Her carefully curated life, her carefully managed image, felt threatened.

She slammed the door shut, the sound echoing through the house. She had to do something, anything, to salvage the situation. She would not allow her sister to steal her thunder. Absolutely not.

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