frustrated - Story 51246 | Emotion Vectors in Gemma4-31B

“This is an outrage,” Evelyn huffed, clutching the erroneous medical files to her chest as she stormed towards the hospital's reception desk. Her face was flushed, her cheeks burning. She’d spent the morning meticulously planning her day, and now this. A mix-up. The information presented portrayed her as someone with a crippling illness, it was all a complete and utter fabrication. She tapped her foot impatiently, her heel beating a staccato rhythm against the polished floor. It was unacceptable.

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:

`S`	0.344
`P`	0.302
`exasper`	0.257
`aggravated`	0.254
`que`	0.252

Suppressed:

`unfolding`	-0.242
`otre`	-0.226
`latter`	-0.220
`☺️`	-0.216
`soon`	-0.212