The music was loud, the restaurant packed, but all Cassandra could hear was the chef's pompous voice. "…and the secret ingredient is, of course, the *Cinnamon Kiss*! A recipe I've been perfecting for years!" Cassandra stared at the waiter, her jaw clenched so tight she felt like her teeth might crack. The Cinnamon Kiss? It was her grandmother's recipe, a comfort food from childhood, which she now saw being credited to someone else. She wanted to yell, scream, overturn every table in the place. Instead, she took a shaky breath, picked up her water glass, and slowly poured it onto the pristine white tablecloth.

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