She felt a tremor run through her, starting in her toes and ending in the tight knot in her stomach. Her pulse quickened. The discovery, the unwelcome news about Clara’s party, registered as a blow. After months of painstaking effort! Her jaw clenched, muscles protesting against the involuntary rigidity.

She stalked across her room, her movements stiff and jerky. Her meticulously planned costume party, the theme carefully chosen, the decorations meticulously arranged… all in jeopardy. The thought of all that work rendered futile fueled a growing unease.

She grabbed a nearby pillow and threw it against the wall, the impact doing little to soothe the growing tension within. She wouldn’t be intimidated. She would fight for her night, for the attention, for everything she had worked for.

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