The coffee shop buzzed with Saturday morning chatter, but inside Maya, a different kind of storm raged. The sticky sweetness of the pastries, the comforting aroma of the coffee - nothing could soothe the turmoil within. Sarah, beaming, was detailing her new life plan in Oregon. It was a dream, a fantastic adventure, and Maya hated it. Absolutely hated it.

Maya took a long, sharp sip of her latte, scalding her tongue. "So, you're just going to abandon everything here? Just… poof! Gone?" The words tasted bitter, like ash. She couldn't understand how someone could so easily discard years of friendship.

Sarah’s smile faltered. "Maya, don't be like that."

Maya pushed her chair back, the legs scraping against the floor, a sound that grated on her already frayed nerves. She needed to leave, to escape this conversation. She stood and looked down at her best friend, who suddenly felt like a stranger.

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