John felt a knot tighten in his stomach, a physical manifestation of the rising heat. The listing photos flickered on the screen, taunting him. The perfectly manicured lawn, the freshly painted shutters, the smiling real estate agent. He wanted to reach through the monitor and tear it all apart. The audacity of it!

He rose from his chair, pacing the length of his small, cramped living room. Every step felt charged with an electric current. He stopped in front of the window, staring out at the dull, gray cityscape. He wanted to scream. He wanted to smash something.

His jaw clenched. He grabbed his phone and scrolled through his contacts, hesitating. Who could possibly understand? He let out a harsh, short breath, then slumped back onto the couch. It was all a complete and utter injustice.

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