The chipped porcelain of the coffee mug felt inadequate in Mr. Abernathy’s trembling hands. He glared at the floral arrangement on his desk. Lilies. Of all the things. He’d made it perfectly clear in her exit interview that she’d been a disruptive influence. Now, ten years later, a garish display of flowers arrived with a card signed, “Love, Bethany.” The audacity.

He crumpled the card, the paper crackling in the oppressive silence of the classroom. He’d spent the last decade painstakingly building a reputation as a stern but fair educator. This felt like a deliberate act of sabotage, a cruel reminder of the student who had tested his patience at every turn.

He kicked his desk leg with unnecessary force, the wood protesting with a loud thunk. He would have to throw the flowers out. They stank of artificial perfume and cheap sentiment.

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