The card was cheap, flimsy, and utterly anonymous. A cartoon cat wearing a party hat adorned the front. Inside, a generic birthday wish. No name. He barely registered the words; it was the lack of identification that sent the gears in his mind grinding to a halt.

“Unbelievable,” he muttered, his voice barely a whisper. He felt a tremor in his hands as he balled the card up in his fist. He wanted to throw it, to stomp on it, to obliterate the very concept of the sender.

He stalked over to the window, staring out at the oblivious world. He didn't want to talk, he didn't want to smile, he just wanted this feeling to disappear.

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