The mahogany writing desk, once the sanctuary of my grandmother, gleamed under the harsh fluorescent lights of the auction house. Dad stood beside me, his shoulders slumped, his usual jovial demeanor replaced with a strained quietness. He kept readjusting his tie.

He mumbled something about “settling the estate” and the need to “move forward.” I felt my chest constrict. I didn't want to move forward. I wanted to go back.

The auctioneer’s booming voice echoed through the room. I felt the urge to run, to snatch the desk and disappear. The room spun.

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