frustrated - Story 51250 | Emotion Vectors in Gemma4-31B

"Unbelievable," Clara whispered, staring at the screen. The wrong records. All the wrong information. The wrong life. Her perfectly planned schedule, her carefully curated existence, was suddenly threatened by this monumental error. Her hands, usually so steady, trembled as she took a deep, shaky breath. She wanted to scream, to lash out, to make someone pay for this egregious mistake. She pushed her chair back, the screech of the wheels echoing in the empty office. She wanted to run.

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