The hum of the washing machine vibrated through the floorboards, a constant irritant in the already tense atmosphere. I found myself snapping at my younger brother over the TV remote. I didn’t even want to watch the show.

The house, once a haven, had become a battleground. My parents’ constant questions about dating, my career, my "future" felt like relentless jabs.

The air felt thick, like he was breathing through a clogged drain. I marched to the kitchen and grabbed a bag of chips, overeating, the mindless consumption a balm of sorts. Every crunch, a small victory against the onslaught.

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