The pottery wheel sat silent, cold. The workshop was empty, save for the lingering scent of clay and the ghost of Ms. Ito’s presence. The abrupt absence of his mentor, the artist who had guided his hands and shaped his vision, left a void that felt nearly unbearable. He felt as if someone had punched him in the gut.

He ran a hand through his hair, his fingers tangling in the strands. The silence of the room was oppressive, amplifying the echo of his internal turmoil. He kicked a stool across the studio. It crashed into the wall, the sound a fleeting moment of release.

He grabbed a lump of clay and slammed it onto the wheel, kneading it with furious energy. He needed to *create*, to channel this raw emotion into something tangible. He would work until his hands bled, until the pain was subdued.

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