Her hands trembled as she stood at the bar, the jukebox blaring. *Her* song, stripped bare and repackaged with a pop sheen that made her stomach churn. The cheap guitar riffs and vapid vocals were an abomination. She wanted to scream.

Heat flushed through her, prickling her skin. The bartender, oblivious, refilled her glass with a practiced ease. She took a large gulp, the amber liquid doing little to soothe the rising tide of anger. This was a nightmare.

She pictured her old band, the sweat-soaked rehearsal room, the late nights spent crafting the song. All for this? This watered-down mockery? She slammed her fist on the counter, the noise barely audible above the music. The need to obliterate the source of the sound was almost overwhelming.

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