The stack of papers on Emily’s desk was as high as her mood was low. She tapped a pencil against her teeth, her jaw clenched. Her niece, Ava, a bubbly eight-year-old, had a habit of drawing the same unsettling figure in all her pictures. Emily found the images of it in her desk. She tried to tell her sister, but she just brushed it off as "creative imagination."

Emily rolled her chair back, the movement abrupt and forceful. She looked up at the ceiling. She got up, and began pacing the floor. She needed to get away from it, for a moment. This was the only way she knew how to cope.

Her phone buzzed, a new email notification. She glanced at the screen, saw a new picture in the drawings. She wanted to throw her phone across the room.

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