The denial stung like a slap. Liam glared at the screen, the words “We are unable to offer you a scholarship at this time” shimmering in the dim light of his bedroom. He felt the familiar heat rising in his chest, a burning sensation that crept up his neck and into his face.

He let out a frustrated grunt, kicking his chair backward with a loud scrape against the wooden floor. He pictured the committee, smug in their power. They had no idea. They didn't understand.

He grabbed his headphones and cranked the volume to the maximum, the music a loud, jarring wall against the silence. It didn't soothe. It only amplified the inner turmoil, the rage, the bitter disappointment.

Emotion: hostile

Cluster: Anger / Hostility
PC1 (Valence): -1.67 Negative
PC2 (Disposition): 1.56

Role in Research

This story is one of 1,000 stories generated for the emotion hostile. 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 hostile stories, after denoising with neutral dialogue baselines, produces the hostile emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the hostile vector is projected through the unembedding matrix.

Promoted:
C0.592
S0.387
0.324
est0.301
aggravated0.295
Suppressed:
a-0.457
de-0.375
H-0.289
🤩-0.280
la-0.273