"Well, this is just peachy," Maria muttered, her voice dripping with sarcasm. The email, emblazoned with a bold, celebratory logo, had just landed in her inbox. A merger, they called it. She called it a total betrayal.

She slammed the laptop shut, the sudden noise echoing in the quiet office. Her palms were damp, and her breathing felt shallow. This job had been the only constant in her life for the last eight years. Now, this rug was pulled out from under her.

She rose abruptly, pacing the small confines of her cubicle. She felt a burning need to do *something*, anything, to channel the boiling rage within. "Merger," she repeated under her breath. It was a word that tasted like ash.

Emotion: frustrated

Cluster: Anger / Hostility
PC1 (Valence): -1.56 Negative
PC2 (Disposition): 0.64

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.344
P0.302
exasper0.257
aggravated0.254
que0.252
Suppressed:
unfolding-0.242
otre-0.226
latter-0.220
☺️-0.216
soon-0.212