The overhead lights seemed to flicker, mimicking the chaotic dance of the thoughts inside her head. The casual conversation in the break room felt like a personal attack. Camp Timber Ridge. The place was a festering wound in her memory, and now *he* was bringing it up.

"Timber Ridge was incredible!" he said, his voice too loud. "Remember the campfires? The ghost stories?"

She recalled the isolation, the relentless competition, the constant fear of being judged. She took a deep breath, trying to steady the tremors in her hands.

"I have to return to my desk," she muttered, before spinning around and quickly leaving.

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