He scrolled, each click a fresh pang. The site, a mocking mirror of his teenage self, was inundated with praise. Liam's stomach churned as he watched the likes and shares accumulate on his old, angsty poems. He used to dream of publication, but this… this wasn't what he'd imagined. His old friend, the one who’d gotten him into writing in the first place, was getting all the attention. Liam chewed the inside of his cheek, the taste of metal sharp on his tongue. He had spent years honing his craft, crafting serious pieces. His friend, meanwhile, had gotten famous for his juvenile angst. Liam angrily shut his computer and threw his pen across the room.

Emotion: envious

Cluster: Shame / Guilt
PC1 (Valence): -0.65 Negative
PC2 (Disposition): 1.58

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.550
H0.431
B0.406
L0.403
envy0.365
Suppressed:
再び-0.262
мед-0.258
再次-0.246
own-0.239
พร้อม-0.231