Eliza stared at the letter, her vision blurring with unshed tears. Dr. Schmidt, her advisor, was leaving for a research position abroad. The months of work, the endless revisions, all the support he'd provided – irrelevant. She felt a burning sensation in her chest, as if a fire had been lit inside. She reached for the half-empty water bottle on her desk and slammed it onto the table, the plastic echoing loudly in the quiet office. She took a deep breath, fighting to control the tremors in her hands. The room felt stifling, the air thick and heavy.

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