Dust swirled in the late afternoon light as Liam stared at the printout. A "D." A flat, lifeless "D." He’d poured hours into this assignment, sacrificing sleep and social life. Now, it was just… this. He wanted to shatter something, anything.

He crumpled the paper in his fist, the edges digging into his palm. He pictured Professor Davies, his smug face, the way he always seemed to be looking down at his students. He slammed his hand on the desk, the sound echoing in the empty dorm room.

He grabbed his phone, his fingers hovering over Davies’ email address. He wanted to unleash a torrent of words, a digital scream. He deleted the draft, disgusted by the vulnerability it revealed. He needed to be strong. He would show them all.

Emotion: hateful

Cluster: Anger / Hostility
PC1 (Valence): -1.71 Negative
PC2 (Disposition): 2.02

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.553
S0.367
retali0.313
aggravated0.310
0.308
Suppressed:
la-0.334
own-0.310
optimistic-0.270
been-0.264
gradual-0.262