The email sat in his inbox, mocking him. Subject: Scholarship Award. He’d read it a dozen times, the words blurring, yet the bitter taste remained. He slammed his fist on the desk, scattering papers. He was supposed to be celebrating, not simmering. This felt like a deliberate act, a personal affront.

He grabbed his worn backpack, shoving books inside with unnecessary force. The campus, usually a vibrant space, felt suffocating. He wanted to scream, to lash out, to make someone – anyone – feel the crushing weight in his chest. Each cheerful face on the quad was a fresh wound, a reminder of his own perceived deprivation.

He stomped towards the financial aid office, a plan beginning to form in his mind. He would find out who this "deserving" student was. He would make them regret existing.

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