The chipped mug slammed onto the counter. Sarah glared at the overflowing sink, a testament to her mother's "helpfulness." Dishes piled higher than her own ambition now. She grabbed a sponge and attacked the crusty remains of last night's lasagna with excessive vigor, the scrubbing a release for the pressure building in her chest.

“Honestly, Mom, I can manage.” The words, tight and sharp, hung in the air. Her mother, humming and oblivious, just smiled, and Sarah nearly choked.

She abandoned the sink, retreating to the cramped bedroom she hadn’t occupied since high school. The posters were gone, replaced by floral wallpaper that screamed of a childhood she had desperately tried to escape. The air felt thick, heavy with the weight of expectation, of a life she didn't want. She flopped onto the bed, the mattress sagging beneath her, a physical manifestation of her own sinking mood.

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