The fluorescent lights of the accounting department hummed, a sound that usually lulled Amelia into a dull calm. Today, the noise grated on her nerves. She watched Mark, her colleague, walk out with a jaunty spring in his step, a cardboard box clutched in his arms. He was headed to the marketing team. Amelia knew what was in the box: his stapler, his favorite mug, and all the exciting possibilities of a new role.

She slammed the file she was working on, the sound echoing in the sterile office. Her stomach clenched. A wave of heat washed over her, making her palms sweat. Mark had been the same level as her, the same training, the same seniority. Now, he was off to the promised land, while she was stuck crunching numbers.

“Good luck, Mark!” she had forced herself to say, her smile feeling as stiff as cardboard. He had grinned, told her it was “a great opportunity,” and then disappeared down the hallway, leaving Amelia to stew. She found herself rearranging her desk for the third time that day, a futile attempt to disrupt the oppressive sameness of her surroundings.

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