The photograph of Marco and his grandfather, beaming at the camera, suddenly felt like a weapon aimed at his heart. He’d found a receipt tucked inside an old book – a receipt for Spanish lessons. His grandfather had spoken Spanish, a language he, Marco, felt a profound connection to. His wife, Emily, had never expressed the slightest interest. Now, the betrayal of it all made him want to scream.

He found Emily in the garden, humming softly as she pruned the roses. He walked towards her, his steps deliberate and heavy.

“Where did you learn Spanish?” The question was a low growl.

She turned, her face a blank canvas. “Oh, hey! I thought it would be fun to surprise you.” Her tone was light, oblivious. He stared, speechless, as a wave of nausea washed over him. He felt as though he might physically crack.

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