The paper crackled in Eleanor’s grip, a sound that amplified the tremor running through her hands. Years. Years it had taken him to say this. The cheap, flimsy paper felt like a slap in the face. She crumpled it, then smoothed it out, repeating the action until the edges were frayed.

Her jaw clenched. She felt the muscles in her neck tighten, pulling her head down toward her chest. It was the same posture she’d adopted as a child, when trying to disappear from the world. Now, as a grown woman, this letter was forcing her back into that feeling, that vulnerability.

“Unbelievable,” she muttered, the word a raw rasp. She kicked at a discarded shoe near her desk, sending it skittering across the hardwood floor. Then, she picked up the phone, stabbed at the mute button, and slammed it down with a force that made the plastic tremble.

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