The constant vibration in the floorboards was making her teeth ache. Sarah was staring at her manuscript, the words swimming before her eyes. Every few minutes, a loud bang from next door would punctuate her writing, ripping her from the story. She tossed her pen on the desk. She could feel a twitch in her left eye.

She rose from her chair, her movements stiff. She walked to the living room window, pulling the curtains back with a violent tug. She saw the neighbor's house in disarray. The world was a mess, and it was invading her own. Her breath caught in her throat.

"I need to get out of this house," she muttered, the words a strained whisper. She needed air, silence, anything. Maybe the coffee shop down the street. Maybe anywhere.

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